{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## scikit-learn中决策树的可视化需要安装graphviz。\n",
    "### 主要包括graphviz的安装和python的graphviz插件的安装\n",
    "### 相关安装方法，请自行网络解决"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas\n",
    "from sklearn import tree\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn import linear_model\n",
    "import pydotplus \n",
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "bj = pandas.read_csv(\"bjGDP.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>gdp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1978</td>\n",
       "      <td>108.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1979</td>\n",
       "      <td>120.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1980</td>\n",
       "      <td>139.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1981</td>\n",
       "      <td>139.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1982</td>\n",
       "      <td>154.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year    gdp\n",
       "0  1978  108.8\n",
       "1  1979  120.1\n",
       "2  1980  139.1\n",
       "3  1981  139.2\n",
       "4  1982  154.9"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bj.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 直接用年份和GDP作为训练集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [[i] for i in bj[\"year\"]]\n",
    "y = bj[\"gdp\"].tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构造三个不同深度的树"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "model1 = DecisionTreeRegressor(max_depth=1)\n",
    "model2 = DecisionTreeRegressor(max_depth=2)\n",
    "model3 = DecisionTreeRegressor(max_depth=3)\n",
    "cf1 = model1.fit(x, y)\n",
    "cf2 = model2.fit(x, y)\n",
    "cf3 = model3.fit(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 最大层数为1的树"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dot_data = tree.export_graphviz(cf1, out_file=None, \n",
    "                         filled=True, rounded=True,  \n",
    "                         special_characters=True)  \n",
    "graph = pydotplus.graph_from_dot_data(dot_data)  \n",
    "Image(graph.create_png()) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 最大层数为2的树"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JkgUhNBWIKLj/AGHb98DXy11j0iicW1PFOKnKbAX3H4hFMC6mxKklKYaMV9cYynpvlcHXyx2AeiIvfFbtCSMiIu3Ys0REZGBWHTvAqmMHuDh+iBu3cmE3bgZkSalib4/7hNEI274H+RdPlGnB0NLmJBlC9u08AIB113fLfA7VF3ehaIZVxw56LeqqC13jragYjJWUvNO+LQAg985dsXQ4AHGukvuE0UaJi4jIVLFniYjIQIQy4KfPZwGQVyhr+2YLtXYujkMAyOfiKFYsO3IyXaxkZiilFYTQVCDi4pVrAID2bd7UeO6gRfIFX4X5WgKhYpywH5C/3Fvbu8KqYwf4fe6pMUkxZLy6xqDvvVUmoWT4xp0xSnEJc5XsB/U3SlxERKaKPUtERAYyYZQTwrbvwYCRE9X2rQ9cIv55YN+eYuU7Yf6SwNHWBuOdhxk8Vn1lXLwMAHjVor7GNuOdh+HoqbOwGzdDbZ/qfR1OPQkAks9AUJ4eNF3i1ScGfe4N+HdemaF7AVs0a4qI4CBM9PJWuwf3CaONVqWPiMhUMVkiIjKQXt2scCYhCjGyJPHF1dfLHdZd31V7afX73BPvtG+LY6fPimstrQ9cAqchgyp0OFpFEWLUFluj/zTE5rVfIzHlOHbFxkOWlApHWxuMHeEAu0H9lIYczvRZavR49YlBn3urbK5O9mjVohm2741D2PY9Ylws7EBEpD+zkpKSEmMHQURUGczMzLB1XQDGjnAwdihEJmNXbDwmz/IFXxeIqAb6jHOWiIiIiIiIJDBZIiIiIiIiksBkiYiIiIiISAKTJSIiIiIiIglMloiIyKBqt+oils42NYVFj7ExMlq8B79VIbiWnaOxbVRcApzdZqF2qy5wdpuFqLgEpfWOiIjItDBZIiIi0mDq7AVKJcUDgsPw7iAnZF2+qtSu4P4DTJ29ABO9vCFLSgUAyJJSMdHLG1NnL1BabJiIiEwHkyUiIiIJUXEJkCWlYn3gEjzJycSTnEwkRoYDAML/WbdJEHc4BbKkVEQEB4ltn+RkIiI4CLKkVMQdTjHGLRARUTkxWSIiIpKwKzYeADBqmJ24bWDfngD+XeRWIPQ+qS78Knw29KK7RERkGEyWiIhMxJGT6fBa6K80f0Z1OBgAZF2+irXh28R2wtwZRYrziGRJqWI7YQgZIO9ZEdppO161na5zdBTvx9ltFo6cTC/XfasS2mv70SZm4zo8ycmERf164jbh+UQEBym1dbS10Xqu0vYTEVHVxGSJiMgEyJJSYTduhlKPRkBwGKztXZWSDFlSKqztXeHtv1pp20Qvb7WER9jn7DZL6c9Zl6/Cb1UIJnp5i+20Ha/abursBaXej9+qEKX7Ee7Pb1VIme7b0ITk09ltFiKCg9R6kNzGuQCA2jMSPgv7iYjItDBZIiIyAUJCcz0tQZwPc3R/BAAgWnZYrd3R/RFiu+tp8hd2xaRGcCbjIvIvnlCaj2Nt7woAatuljt8YGS3GdD0tAb5e7pAlpWpNZI6cTEdAcBh8vdzFa+RfPAFfL3cEBIcp9Rrpet9SFOcOafrRVddObyNo0Tw42tpIJo6OtjZIjAzHrth4pZ6rXbHxSIwMZ88SEZGJYrJERGQChJftaNl3OHIyHYVFj9GrmxWe5GQiePkisZ2QBLRpaYmsy1chS0rFxp0xGs/rOXWcOMxMmI8DAHM8JktuVxW0cB5aNGsKAGjRrCncPnb+J07NicyRk2fUrmFRvx7meEwGACQfP633fRvawL49MXvGJMRsXIf1gUsw0ctbLSHMuHRFaRgjIO8Zu5GTW2lxEhFRxTIrKSkpMXYQRESVwczMDFvXBWDsCAdjh6K3rMtXxR4fQJ5EzHKbIJnI+K0KQUBwmOR5hN4UYb6Oau+Krts1tdOlrS5rLglt9blvTXHoch19FBY9RuN334ejrQ1iNq4DIB9uN9HLW22InqbtpmRXbDwmz/IFXxeIqAb6jD1LREQmwKpjBzzJycSZhCgELZonzuUR5hgJNkZGIyA4DO4TRiMxMhxnEqKQd850y1bret+VSegNU+xFEoYoaqqGJ1TWIyIi0/KisQMgIiLdWXXsAKuOHeDi+CFu3MqF3bgZkCWlij0kQolqxSFqulanK4vcO3fFYXgAcC07BwDg6+Wu8Rj3CaMRtn0P8i+eUKo0p01p9y2lLL1GioTqgKpxCgvMuk8YrfO5VIfnERGRaWDPEhGRCRBKZ58+nwVAPj+o7ZstNLYXkpbCosdYE7rVYHFt3BmD3Dt3AcgTpx0xBwEAA/taazzGxXEIAGBN6FYx8QDkhR9qt+qCteHbxG363ndFEoZr7j2YKG4rLHos3qNwHwAQtGgeAIjzqgRCIQhhPxERmRb2LBERmYAJo5wQtn0PBoycqLZvfeAS8c8RwUGY6OWNdwc5SZ7nWnYO2rVpVaGxvdVHeeiZr5e71jlFA/v2FCvfqc6tcrS1wXjnYeJnXe/bEFyd7LErNh4zfZaqLSqreo/jnYfh6KmzsBs3Q+08qvdERESmg8kSEZEJ6NXNCmcSohAjSxITDF8vd1h3fVepLLWrkz2Kfv9dfLn39XLHeOdh+PNJMaztXXH09NkKTZb8PvfEqxb14e2/Wq/iC36fe+Kd9m1x7PRZcQ2l9YFL4DRkEBr9p6He920oMRvXISouAbti4yFLSoX7hNFwcRyido+N/tMQm9d+jcSU42JbR1sbjB3hALtB/XQebkhERFULq+ERUY1hytXwqhpt1fCoemE1PCKqwVgNj4iIiIiISAqTJSIiIiIiIglMloiIiIiIiCQwWSIiMjG1W3UR5wwZy5OczDLNVxJil/pRVVj0GBsjo8X9fqtCxJLoUm2j4hLg7DYLtVt1gbPbLETFJUiuMSXVdmNktFIZc210jUvbvWq6Z8W4vBb6G23hXSIikmOBByKqMapLgQdTLa6Qe+euWplxRar3IywKq+pMQhSsOnYQPxfcfwCP+X6SbR1tbRC6wk+ssFdY9BhTZy/Qqa0musZVWkLraGuDmI3rSj1vRHAQXJ00PzdDY4EHIqrBWOCBiIgqV9CieWLPlOKPoqi4BMiSUrE+cIm4PzEyHAAQ/k+pcUHc4RTIklIRERykdL6I4CDIklIRdzhFbJuYclw8b/7FE3iSk4n8iyfg6+UOWVKquOCsJvrEJXWPT3IycSYhSv4cFs5TO2/QonliXMI9TPTyFhf+JSKiysVkiYiIKsWNW7kAgK6d3i617a7YeADAqGF24jZhbaMwlaREWFNKtfdF+Ky4oKxwXrdxLuLaRxb162GOx2QAgLf/6gqLS0rB/QewtnfF+sAlSutdCeedOtZZaU0mu0H9AACHU0+Wem4iIqp4TJaIiAxMmH8ixWuhP2q36iLOrcm6fBVrw7eJc1qEuTelnV9qyJem7UdOpovXdXabhSMn03W+D33n4JRVzMZ1eJKTqZQ4CEPUIoKDlNqWtjit4n7hvKp0XTRWn7ikhGyOhKOtDdzGuShtF86hGofwOePiZZ3iIyKiisVkiYjIwIIWzUPY9j1qBQQK7j9A2PY9CFo0Dxb160GWlApre1el3g1ZUiomenmXmjDpym9VCOzGzRB7QWRJqbAbNwN+q0Iq5PzaZFy6AgBo+JqFUoGEjZHRkoUYBELy6Ow2S3L+jpB4qD4j4bNqYiJFKNCgS8Kja1yqjpxMR0BwGGa5TVDbJyR0qs9B+KxLrxUREVU8JktERAY2uF8vAEDKCeUeHOGz4wfyF2Vnt1kAgKP7I8Q5K9fT5C/8E728yx2H8LLu6+WuNl8nIDis1MprmubgaJp3pIm1vavS0LiZPksxdfYCjQlT105vI2jRPDja2kgmjo62NkiMDMeu2HilXq5dsfFIjAwvtecJAHbEHISjrY047E0XpcWlat3G7XC0tRGH7SkSio4kphwXtxUWPcaa0K06x0NERBWPyRIRkYFZdewAR1sbcV6KYFdsPNwnjBbnrggJR5uWlsi6fBWypFRs3BlTYXEcOXkGADDHY7LkfJ3k46cr7FpShB4zxWRQsRCDYqKgaGDfnpg9YxJiNq7D+sAlmOjlrTZ0MOPSFbVKcrKkVNzIyS01Lr9VIQgIDoPf5546D8fTNS7B6fNZkCWlauzlshvUT0y6hGSv8bvv6xwLEREZBpMlIqJKMMttAmRJqeJwr2vZOZAlpcLFcYhSO79VIbDsPgjW9q5wdpuFgOCwCotBOFfjd99X6oERXspLK25Q3jlLQnLUq5uV0nZh+JpqMilFKKywbuN2cVtUXAK8/VdLVsOb6bNUa4+PkCiplv3Wl1RcirbvjQMA9Ov1nuR+i/r1ELrCD+sDlwCQ95ZFBAfB73PPMsdERETlx2SJiGqM+vXrofjJU6Ncu1vndwAAR0+fBQCc/2fCvrAdADZGRiMgOAzuE0YjMTIcZxKikHcuRf1k1ZTUGkOqhJ4fxbbCEEVN1fCkkrCC+w/gtyoEWZev4mJKXLkSJU1xKV4rbPse+Hq5a+25avSfhnAb54InOZmI2bgOrk72YsnwoEXzNB5naH8WP0F9PXrciIiqEyZLRFRjNGvaDHd/zTfKtS3q18P6wCWY6bMUBfcfYKKXN9YHLlF6eRbm8QQvX4SBfXvCqmMH1KpVq0zXUy0mAQDuE0YDgNI6PvrMOSrvnCVnt1lKlf8EwmchPm1thftSbFsa1QQm6/JVeMz3AwCErvBTKuFdmrLElX07DwBg3fVdvc8rlFtv1qSxzjFWtDu/5KN5s+ZGuz4RkTExWSKiGqNL167I/PEno11/QK8eAADL7oMAAENs+kq2E4bq6TrBXyhgcPp8lnhcyOZItXbCkL81oVuVkqkjJ9NRu1UXrA3fpuutlIlUEQPFz4pDEoW2ew8mitsKix6Li8YqthV6XY6cTFdKNoThd4q9Mrl37sLa3hVWHTvA73NPNPpPwzLdgy5xCS5euQYAaN/mTb3Oey07B9GywwCAPj0qriy7vi5cuQarLsa7PhGRMZmVlJSUGDsIIqLKsGHDBnh/8QXyzqXA3Nw4/1bktdAfYdv3wH3CaAQvX6S0LyouQWvVu4spcWjXppU4N0joyZE6LmjRPHEOkmKPjzBHR5WjrQ1CV/jpnTzoo7DoMabOXiA5VM3Xy11tfo6z2yyd2hbcfwCP+X6SbVXva2NktFIlPimKz0v1WesTl0D4needS9H4fLU9G13KkhvKs2fPYdl9EIJWrsT06dONEgMRkRF9xmSJiGqMe/fuwdLSEnvD1mDIQONUGjtyMh1242bg6P4ItUIHgPLLvK+XO8Y7D8OfT4phbe+K9YFL4DbORfIFPiouAbti4yFLStXaTmh77PRZce2e9YFL4DRkkEETJUFh0WMkphwXY3WfMBoujkMky2kLserSVvW8jrY2GDvCAXaD+ikNddRl4dzSkiV94tJ2DlUF9x8g7nCK0u/f2dG23POpyiPxyHGMdp+LvLw8vP7660aLg4jISJgsEVHNMm3aVPySk439m4ONHQpRlTdyqhfeaNUGmzZtNnYoRETG8NmLxo6AiKgyLVvmj/bt2yHpaBpsB/QxdjhEVVbS0TSknjqDn7btNHYoRERGwwIPRFSjNG/eHD4+vpj71Qr8WfzE2OEQVUl/Fj/B3K9WwMfHF82bsxIeEdVcHIZHRDVOcXExOr3zDnp1fQeb1yyHmZmZsUMiqjJKSkowdc5CnM74EZd+/BF16tQxdkhERMbyGXuWiKjGqVOnDvbHxiI2MRn+a781djhEVYr/2m8Rm5iM/bGxTJSIqMbjnCUiqpE6d+6MyMhdcHFxgbm5OXy9ZrCHiWq0kpISBASHI/D/bUB0dDQ6d+5s7JCIiIyOPUtEVGM5OTlh48aNCAgOx7Q5i/Dk6VNjh0RkFE+ePsW0OYsQEByODRs2wMnJydghERFVCUyWiKhGmzRpEg4fPoyE1BPoP3IijqefM3ZIRJXqePo59B85EQmpJ3D48GFMnjzZ2CEREVUZTJaIqMazsbFBevoZNLVsBVvXaZg0y4Ut+zUAACAASURBVAc3bt02dlhEBnXj1m1MmuUDW9dpeKN5S6Snn4GNjY2xwyIiqlJYDY+ISMG+ffvgPX8+bmRnY2Dfnhj+4UBYd+2MNq0s8ZpFA7zwAv+NiUzP8+fP8VvhI2Tn5OFMxgUc+O4IjpxMR9s2bRC0YgU++ugjY4dIRFQVfcZkiYhIxfPnzxEfH4+oqCgkHDqEgnv3jB0SUYVp9PrrsB86FGPGjMHQoUP5DwBERJoxWSIiKs2tW7eQnZ2N3377Dc+fPzd2OOV2//59+Pr6olWrVliwYAGrAEo4d+4cVqxYgbFjx2LkyJHGDqfcXnjhBbz22mto06YN3nzzTWOHQ0RkKpgsERHVJIWFhejfvz8A4NixY7CwsDByRFXXmjVrMG/ePOzevRujR482djhERFT5PuM6S0RENcSzZ88wevRo3Lt3D+np6UyUSjFnzhxcu3YNU6ZMQcuWLdGrVy9jh0RERJWMA5WJiGoILy8vnDhxAvv27YOlpaWxwzEJwcHBsLW1xfDhw3H9+nVjh0NERJWMyRIRUQ0QFBSEsLAwREZGsodED+bm5oiMjESbNm0wdOhQFBQUGDskIiKqREyWiKjGMzMz0+nHVMXFxWHhwoX4+uuv4eTkZOxwTM7LL7+MuLg4FBcXY+TIkXj69Gm5zmeI75qpf0eJiKoqJktERNXY6dOnMW7cOLi7u2P+/PnGDsdkNW7cGPHx8bh06RKmTZsG1kYiIqoZWA2PiEiF8C/0pv6fx7y8PFhbW8PKygrx8fEwNzc3dkgmLzk5GUOHDsXcuXMREBBQpnMY4vtVXb6zRERVzGfsWSIiqoYKCwvh4OCARo0aISoqiolSBRk8eDA2bdqEoKAg/N///Z+xwyEiIgNjskREpCdhfsjt27fh5OSExYsXK23X1F5VcnIyPv30U5iZmcHJyQnJyckVEp9iifD4+HiWCK9g48ePx8KFC+Hl5YXvvvvO4NfLzMzE6tWrxe+Rk5MTdu3aVepxit8vMzMzLF68GJmZmaW2rcjvIhGRySshIiIlAEq0/edR2L9o0aISACWRkZFaj5PaLhyr+rNo0aJyx//pp5+WvPzyyyWnTp0q97lI2vPnz0vGjx9fYmFhUZKVlaXXsaV9vxTFxcVJfk8Uv3dS59R23Pfff690DUN+F4mITJwne5aIiMqoU6dOKCkpwdixY/U6Ljk5Gf7+/li0aBEePnyIkpISPHz4EIsWLYK/v7/Gf/3XBUuEVw4zMzNs2rQJ7733HhwcHJCXl1emc5RWCU+oXpiWloaSkhKUlJQgJycHADBu3DiN5xaOy8nJEY9LS0sDAOzZs0dsZ8jvIhFRdcBkiYiojAYPHlym41JSUgAAn3/+uThEzsLCAp9//jkAICkpqUznZYnwylWrVi3ExMTgtddeg4ODAwoLCyv8GkKi06ZNG2RmZuLAgQMIDw8v9bjhw4cDkCdGycnJKCwsRO/evVFSUqI018pQ30UiouqC1fCIiFSUVllM035dt+uyHo6+/2k+ffo0Bg8ejMmTJ2P9+vV6HUvlc/PmTfTq1Qs9evTAgQMHSi2moW/lusWLF8Pf319yn+p3SvicmZmJrl27iu2GDx+O2bNnqyX4hvguEhFVI6yGR0Rk6vLy8jBy5Ej069cPwcHBxg6nxmndujUOHDiA1NRUeHl5Vei5w8PD4e/vj08++QTff/89MjIy8Ouvv5Z6XJcuXVBSUoKMjAysWrUKBw4cwAcffAAnJycOrSMi0gN7loiIVFRkz1J+fj6aNGmitP3TTz/Ft99+i4cPH5a7Ul1hYSH69+8PADh27Bgr3xlRXFwcnJ2d4e/vDx8fH43t9OlZkmpbWFiIV199VWl7aee8ffs2rl+/jg8++ECpXUV+F4mIqiH2LBERVRRhnsipU6cAyF9qpXp6Ro8eDQBYtWoV8vPzxe3JyckwMzPD6tWrdboeS4RXLU5OTggODsaCBQuwY8eOCj33Tz/9BED+nVq1alWp7YUy4MJ3sWXLlnjrrbfU2lXUd5GIqNoyeME9IiITAx1Lh6uKjIxUK7+8atUqvUqHDx8+vOTXX3/VKU6WCK+aPD09S2rVqqXx91La90uR1HdK8efq1auS50xLS9N4TFhYmNI1KuK7SERUTXkyWSIiUlHWZKmkRP5yO3z4cKWXUm3J1SeffKL0Eqvry2lgYGCJubl5SWxsrE7tqfL8/fffJU5OTiWNGjUquXbtmtp+fZKlkpKSkrCwMKW1j65evVqSkZFR6ncsIyNDKRFatGhRSVxcnOQ1yvNdJCKqxjw5Z4mIyMQIc2O+/vprzJ8/39jhkIQ//vgDgwcPxv3793Hy5Ek0atTI2CEREZH+PmOyRERkQlgi3HQUFBSgb9+++M9//oPk5GS8/PLLxg6JiIj0w2SJiMhU5OXlwdraGlZWVoiPjy91PR8yvgsXLqB///5wcHDAjh07dFrXiIiIqgxWwyMiMgWFhYVwcHBAo0aNEBUVxUTJRHTu3BkxMTGIjo7GggULjB0OERHp6UVjB0BERNoplghPT09niXATM3jwYGzatAkTJ05Ey5Yt8emnnxo7JCIi0hGTJSKiKs7LywsnTpxAcnIyLC0tjR0OlcH48eNx+/ZteHl5oXnz5nBycjJ2SEREpAMOwyMiqsJWrFiBsLAwREZGolevXsYOh8rBx8cHY8eOxcSJE3HhwgVjh0NERDpggQcioiqKJcKrn6dPn2Lo0KH46aefkJaWxp5CIqKqjdXwiIiqIpYIr74KCwvRv39/AMCxY8c4B42IqOpiskREVNXk5eWhZ8+e6Ny5M0uEV1N5eXno1asX3n77bRw6dAi1atUydkhERKSOpcOJiKoSoUT466+/zhLh1ZilpSViYmJw6tQpzJ4929jhEBGRBqyGR0RURTx79gyurq4sEV5D9OrVC5GRkXB2dkbLli3h4+Nj7JCIiEgFkyUioirCy8sLx48fZ4nwGsTJyQnBwcHw9PREixYtMH78eGOHRERECpgsERFVAUKJ8JiYGJYIr2E+/fRTZGdnY9q0aWjevDkGDhxo7JCIiOgfLPBARFRJfvzxR1haWqJBgwZK21kinJ49ewZnZ2ekpaXh5MmTeOutt5T237t3D0+ePEHz5s2NFCERUY3EanhERJWhoKAAjRs3Rq1atXDlyhW0bt0aAEuE07/++OMPDB48GPfv38fJkyfRqFEjAMD58+fRvXt3APKk6oUXWJuJiKiSsBoeEVFl2LZtGwDg+fPn6NGjB9LS0pCXl4ePPvoI/fr1Q3BwsJEjJGN7+eWXceDAAQDA8OHD8ccffyA+Ph7vv/8+zMzMAACHDx82ZohERDUOe5aIiCrBW2+9hezsbJSUlMDc3Bzm5uZo1qwZ6tevz4VJScn169dhbW2Ndu3a4YcffgAgT7JffPFFODo6Yv/+/UaOkIioxmDPEhGRoZ04cQI3btyA8G9Tz549w19//YVbt27BwcGBiRIpadu2Lezs7HDmzBk8f/4cz58/BwD8/fffOHjwIH755RcjR0hEVHMwWSIiMrDw8HC89NJLStuExGnFihWYNm0a/vrrL2OERlVMcXExRo0ahT179kjuNzMzw5YtWyo3KCKiGozD8IiIDOjRo0do0qQJiouLNbYxNzfHe++9h7i4ODRp0qQSo6Oq5N69exgyZAguXLiAv//+W2O7Fi1aICcnR5zHREREBsNheEREhhQZGVlqr9Hz58+Rnp6O77//vpKioqooLCwM58+f15ooAUBubi6/K0RElYTJEhGRAX377bfinBMp5ubmeOONN7Bz506MGzeuEiOjqmbOnDnw9/dH3bp11YZtKnrppZcQGhpaiZEREdVcHIZHRGQgWVlZ6NKli+S+l156CWZmZvD29oavry/q1q1bydFRVXX37l0sWLAAW7duhbm5uWRP04svvog7d+6IazEREZFBcBgeEZGhhIeHo1atWkrbzM3NAQAjR47EtWvXsHTpUiZKpKRp06bYvHkzTp8+ja5du8LMzExyIVoWeiAiMjz2LBERGUBxcTEaN26MoqIicdsLL7yAd955B8HBwRg4cKDxgiOTUVJSgl27dmHevHnIz8/Hs2fPxH2tW7fGjRs3WOiBiMhw2LNERGQIMTExePz4MQD5kKlXX30VISEhyMzMZKJEOjMzM8O4ceNw48YNfPXVV0rzmW7evInU1FQjR0hEVL2xZ4mIyABeeukl/P333zA3N8esWbOwZMkSvPrqq8YOi0zc3bt3MX/+fOzYsQMlJSXo1KkTLl68aOywiIiqq8+YLBFVsj///BNJSUlISEjAmTNnkJ2djd9++01rxTSiyvLCCy/gtddeQ5s2bWBtbQ17e3t8+OGHqFOnjrFDK5OzZ8/i0KFDOJZ6BBcvXcRvvz1E8ZOnxg6LqEzq13sFbzRpgq7dusP2ww8xfPhwNG3a1NhhEVVnTJaIKsvDhw8RFBSEsLAwPHr0CH169ULPnj3Qtk1rvGrxqjjxn6qH4uJik0wwnj17hoeFD3Ej+ybS088i7fRpNGjQAO7u7vD29jaJ3rGSkhJERkYi8OvluHDpR7R54zW83+51tG/6Khq+Uhu1X6oef9dKADz9+xlqv1g97odKV1T8F34t/AMXch/i+NVf8bj4CYY5OsLvq6Xo2rWrscMjqo6YLBEZ2vPnz7Flyxb4+PigpOQ55s3+L6ZOmYRGr79u7NCISpVfUIAtWyOweu3/YGb2AgIDAzFlyhTJ6mxVwQ8//IDPZn6K9LNn4dq7LWYMfhudWzQ0dlhEFe6vZ8+RmJmLkKQryLx1D+4e7vjqq6V4nf9vIapITJaIDKmwsBCurq5ITk7GJ+7T8dWSxXj1VQtjh0Wkt4cPC/Hl0mX4NmwDBg8ejKioKFhYVK3v8sqVK+Hj44Ne7ZrAf/R7TJKoRigpAXalXcfXcVkwe6kuYg8cRM+ePY0dFlF1wWSJyFBu3ryJ4cOHo+jRI+zbuxtdu1gZOySicsvIzMJHo8agfoMGOHDgAFq3bm3skPDXX39h5qefYsuWzfB3tcZUmw5gNW2qaR4X/wWvrWlI/vEutm6LwOjRo40dElF1wNLhRIaQl5eHAQMG4JWX6yLt+BEmSlRtdO1ihbTjR/DKy3UxYMAA5OXlGTWekpISjBs7BlG7dmDnZ4MxbSATJaqZ6tV5CRvd+2OaTTuMGTMGO3bsMHZIRNUCkyWiCvbHH3/A0dERbVq/ieTDh/BGkybGDkmrDZs2w7xOPSz5apnk/iVfLYN5nXrYsGlzJUcmrbDwEXZH7cUIF1eY16mHES6u2LBpM/ILCiTbbti0Want7qi9KCx8VGltpZjXqafxxxS80aQJkg8fQpvWb8LR0RF//PGH0WJZsGABvks8hNi5H2LgO82MFkd5RBy7hsYe2xAYmyG5PzA2A409tiHi2LVKjkzaoz+fYt+ZW5gYkozGHtswMSQZEceu4V5RsWTbiGPXlNruO3MLj/7UXpEwMSsPjT22aY2hLOcVNPbYpvHHlL1gZoYvnbtjwYiumO42DadPnzZ2SEQmj8PwiCrY6NGjkXH+PI6nfm8yRRxmes1GaPgGxEZHYZijg7j9oCweI1xc4TFjOtYHrzVihHKFhY8wadp0HJTFq+0b5uiA8G9D0LhRI3GbcF9SbWOjo5S2Gaqtqtu5uWjdrqPG/c+KH2s9viopuHcP/Ww+QNdu3bBnz55Kv/6ePXswbuxYRHgOgu27zSv9+hXpix2nsPXoT4jwHAw7K0txe2JWHiaGJGPygPZYOb63ESOUe/TnU3huOo7ELPUeRTsrS6yZ1Bev1/+3CqRwX1JtIzwHS17jUt5vGLTsAAAgP3SSZJuynFeQ9+B3dPeN1rhf0zVNzRc70xF/MR9ZFy/hjTfeMHY4RKaKw/CIKpJMJkNCQgJiY/aYTKIEAD7z5wEARri44qdr1wEAP127jhEurkr7DSkz6wK+WbtOa5uExMM4KItH6PpgPPj1Dp4VP8aDX+9goa83DsrisX1HpNL5QsM3YKGvN25eu4xnxY9x89pleMyQJ1vCfRqyrTYrA7/Gs+LHaj+mpNHrryM2Zg8SEhIgk8kq9dqPHj2Cl+dM+I16z+QTJQD479DOAICJIcm48au8h/LGr48wMSRZab8hXcr7Deu/+1Frm+8v3kFiVh5WT+iD62vHIj90Eq6vHYu5DlZIzMpD1KlspfNtPfoT5jpY4VyAC/JDJ+FcgAsmD2iPxKw88T4V/ZBdICZK2uLU97xS/Eb1QH7oJLWf6mK5aw+0fb0OfOZ/YexQiEwakyWiCvLXX39h3rx5WOD9Bd7u0N7Y4eilZYsWSEqQv+x+4bMAhYWP8IXPAgBAUoIMLVu0MNi1T6WnY6bXbHTv2Ue8piY7d8t7baZPmwoLiwYAAAuLBpg3+79i7IIzZ88CACZ8PE6Mv2WLFvCY4QYAOH8+w+Btpdy4IX+Z7Na1i9Z2puLtDu2xwPsLzJs3D3/99VelXdd/2TI0rf8iZgx+u9KuaUiWDV9B9JwhAAC/vWfx6M+n8Nsr/65FzxkCy4avGOzaP2QX4IsdpzBo2QHxmprEpMu/vxP7t0ODurUAAA3q1sLMIe+IsQvO3bwHABjdu40Yv2XDVzDFpgMAIOv2A6Vzr//uRwwNOoTQ6QO0xqDveVXdzC8CgGpfLbHWiy9g9cfWiNy1C6dOnTJ2OEQmi8kSUQUJDg7Gs7//xuxZnxk7lDIZNNBG7KHZEx2Ng7J4LPT1xqCBNhV+rcLCR+IQv/cHyIfMxEZH4W7uTa3HxUZHSfa+CImTotu58mFCTRo3VtretKl8OMqly5cN3rammD3rMzz7+28EBwdXyvWuX7+Odev+h4DR3fBCNarm0P/tN8QemtizOUjMysNcByv0f7vih1A9+vOpOMRvaNAhAECE52D8uMpV63ERnoMle1+ExEnRzw9+BwA0aqC8OHMTi7oAgKt3Hipt99t7FhGeg/GR9ZtaY9D3vDVZuzcs4Dbobcye9Rk464KobJgsEVWAv//+G6tXr8Z/vTxRu3ZtY4dTZvNm/xfDHB3gMdMLwxwdxB6binI7Nxe7o/aiYZNmCN+0BR+PccXNa5exPngthjk6KM030ocw9G3nti3ituUBQQDUEynhGsJ+Q7aVcj4jEwDQsGFDsbiGUEBD1wIRVU3t2rXxXy9PrF69Gn///bfBr7dmzTd4r01jvNembN+XqmzmkHdgZ2WJedvTYGdlKfbYVJS8B79j35lbeGv2Lmw/9hOce7bBuQAXrBzfG3ZWlkrzjfQhDH1T7BX6Jj4LgHoiJVxD2C/ID52kNF9LE33Pq+pCrrznqWG92mJxDaGAhq4FIkzJpx+8jR/OZeDo0aPGDoXIJL1o7ACIqoPDhw+joKAA48eNNXYo5WJh0QA2/fvhoCweNv37SfbYlIdQ2GDnti0Y4zqqws67fWckhjk6wN5uSIWd09C69+yj9NljphcOyA5h26YNFf7cK8PHY8dg7hfeOHz4MBwcHEo/oIz++usv7IiIwDLn6jGMUVWDurXQp/0bSMzKQ5/2b0j22JSHUNggdPqAUntw9LHnVDbsrCzxwbumU5FQdW7UvO1pOJyVi5Bp/Sr8uRvTG6++jIGdmmPL5s2wsan4kQJE1R17logqgEwmQ9/evU3yJVdRZtYFcd7PFz4LkJl1QWt7fUte37x2GTu3bcHHk6aI5bZv5+aWK+YlXy3D8oAgLP1ysUk8f+H5njiarFTYYee2LTgoi0dC4mEjR1g2r75qgb69exu80MOJEydQWPQYtp1Nv6iDlEt5v4nzfvz2nsWlvN9KPUafstfnAlwQOn0APDYcFctt5/0zrK2sAmMz8E18FnxGdDOJJEN4voe8hyoVdgidPgCJWXn4/uIdI0dY8T7s1BTxsoPGDoPIJDFZIqoAZ8+exXvvdTN2GOVSWPhIXGvp8gV5kYIlXy3TODTMvE49pZd9XRKmli1aYIzrKDz49Q5mTJuCnbuj0LpdR8z0mo2DsnjJtZK0ERKlc+lp6GJl+GphFUF4Xr179lTaLvS0CUUsTFH37l1x9qz2AgHldebMGVg2sijzcLGq7NGfTxEYex4AkLZ0JAAgMPa81qFhjT22Kb3wl5YwWTZ8BR9Zv4nra8diQv/2iEnPRnffaHyx4xQSs/Ik10rSRkiUUhYPRyfL1/Q61liEZ6U6jFPoaROKWFQnXd78D/Lv3UdOTo6xQyEyOUyWiCrA9evX8VbbNsYOo1xWr/0fDsrisTLwa7Rv9xZWBn6Ng7J4rF77P7W2QqKkSNeECZAP9xPWJDpxVF4aeYSLK5q2aK3T8fkFBVjy1TJkZl3A5QsZkonSQl9vAFBL9oTPwn5Dti0LqTWkTEXbNm1w48YNg17jxo0baNOovkGvYSzrD/+IxKw8+I3qgbZNGsBvVA8kZuVh/WHpct5CoqRIl4QJkA/3E9YkOuQ9FIC8bPk7n+uWrN8rKkZgbAYu5T1A2tKRkonSXAcrAFBL9oTPwn59Geq8Aqk1pExd63/+zly/rtvSBkT0LyZLRBWgsLAQDepX/SFgmqQcScXygCAMc3TA3NmzAABzZ8/CMEcHLA8IQsqRVINdu3fPnlgfvBbn0tOwMvDrUttnZl3AjE88AQDh34agfbu3JNt16iifH/Vrfr7S9lv//MtqyxaWBm8rZYSLK8zr1NOYbHnMmK71+KrsVQsLPHxo2EpkRUVFqF/H3KDXMIZjV37BN/FZ8qIOH8qLOsz8UF7s4Zv4LBy78ovBrv1em0ZYOb43UhYPh9+oHqW2v5T3G+ZsOwkAWDOpL9o2kf5vX4dmrwIACh4p91bl3pcP+2texnLo5T3vxJBkNPbYpjHZmjzAtJZ+0IUwPNLQfz+JqiMmS0QV4NmzZ8YOocxu5+bC1t4RANSSFeGzrb1juecWlaaLVWcxUdPkdm4uuvfsgy5WnbH0y8Vaq+e9/bZ8zZXtOyPF2G/n5iJ6334AgHWPHgZvK+XjMfLSzKpzk4TPo10+0np8VVcZfxfqvFi9/teV9+B3uKyR//5VkxXhs8uaw+WeW1SaTpaviYmaJnkPfsegZQfQybIhfEZ01Tocsn1TCwDy4g9C7HkPfseBH+T/sNC9ddkW7i7veZ17ykcBqM5NEj47vfdmmeKqysxfkJfYf/LkiZEjITI9rIZHVMMFrlgNQL6GkWovTft2byE2OgojXFwRuGI11gevLde1dBmmJ7WOkuDwd0kA5OW5NZXoFo7vYtVZ7BlTbesxY7rS0D1DtQX+vWchLnu7IRjm6ICPJ03Bx5OmKLU11LpWVLX975C8kEqE52C1Xpq2TRogwnMwJoYk43+HLmDl+N7lupYuQ/Sk1lESpFySJxTfxGdpLNEtHN/J8jWxZ0y17eQB7cs8x0nf8wr3LMT1wbvNYGdlCY8NR+GxQbmctqHWtSIi08VkiagG27BpM0LDN2ChrzeGOUqXex7m6ICFvt5YHhCE7t26YPq0qZUc5b88Znrp1T782xDEHTiIA7JDOCiLxzBHBwx3HIrRLi6V1laVhUUDbNu0AQmJh7FzdxQOyuLhMWM6Rrt8xESpBoo4dg1bj/6EuQ5WGtcYsrOyxFwHK3wTnwWrlv/BxP7tKjnKf83bnqZX+zWT+uJQRi4OZ+UiMSsPdlaWGGLVAiN6tCpXHOU5b4O6tRAyrR++v3gHMenZSMzKw+QB7eH03ptMlIhIjVkJl3QmKjczMzNs37IJ48a6GjuUSiFV4EHbdqoZIndFYcKUaTDk/1bGjx+PJ9fT8H9u/Q12DVMhVeBB23aq2Rp7bMOOHTvw8ccfGzsUIlPyWfUa+E1ERERERFRBmCwRERERERFJYLJERHqTWlOJQ/CIKpfUmkocgkdEVLFY4IGIykRqUVop2irgaUuuDsriMcLFVWubn65dx/adkWJVutD1wXAaPkxrSXFAvlZT9559NJ5bn/PujtqrVKjBY4ab5CK5hYWPsCc6WixSsdDXGxM+HqdxnSip4xWLQghFJaTikmr78RhX2NsNgYVFgzK3papHNTG6vnYs9p25JRYuEAofDO3aQq3M96M/nyL2bI5SkQTnnm3wwbvNxHV5FNsqFkTQ1lbVpbzfMGjZAY1J3I1fH2HPqWyxst3qCX3U4tW3ip9UvJqeg7Zz65J46vMcFSVm5WFiSLLGeWelYVJMVDlY4IGoAtS0Ag+6up2bi9btOmrcrylZEZIZXdsoGubogG2bNmh80c8vKEDTFq01nluf845wccVBWbxa253btmCM6yilbZranktPk0yuFBUWPsKkadMljx/m6IDwb0PEhCm/oAAzPvGs8La6YIEH43r051N4bjqOxKw8tX12VpZYM6mvUqLwxY5T2Hr0J8m2EZ6Dxc/3iooxZ9tJnc+r6F5RMd75PAqA9Mu9kEhJnTdkWj8x2SgteVCMWZ/nkPfgd3T3jdZ4Xl0SEl2foyLF+y5LsqTt3JqwwANRmbDAAxEZ3srAr/Gs+LHaj5RT6emSyYqiwsJH6N6zD4Y5OuDmtct4VvwYD369g5WBX+OgLF5twVdFfkuXV8h5d0ftxUFZPFYGfo0Hv94R72nnti34eNIUpUV8hbah64PFdkkJMgBAaPhGrfcKyBesFY4XrvXg1ztY6OuNg7J4bN8RKbaNO3AQB2Xx2Llti9Kz3rltCw7K4hF34GCZ2lLV9/3FO0jMysPqCX1wfe1Y5IdOwvW1YzHXwQqJWXmIOpUttr2U95tYsvxcgAvyQyfhXIALJg9oj8SsPNz49ZHY9lCGvMckdPoA5IdOEn9Cpw9AYlYeDmVoXrA6KC5D475Hfz7FoGUHYGdlKcZwfe1Y+I3qgcSsPKVFYxWvq/iTsng4AOXFfPV5DgK/UT0kz18afZ6j4IfsAskEUZE+90tEhsVkiYgM5sYN+UtJt65ddGr/zdp1eH/AYOzctkVru8tXrwAAPh7jipYtWgCQr1/kNnUKAGDnxjJmwwAAIABJREFU7iiN5//5zh3JffqeV/iz29QpSr1N9nZDAPy7gK5iW8V1mIQ1lULDN2i7VaXjp0+bKl7LwqIB5s3+LwDgC58FYlthmJ9qz5bwWXGtKn3aUtUXky7/+zaxfzuxR6ZB3VqYOeQdAIDf3rNi23M37wEARvduA8uGrwAALBu+gik2HQAAWbcfiG2FtZU+sn5T6XrCZ01rL63/7kf88vAPjfFeu1sIAHDu+W8MDerWwoR+byndjyb3iooxaNkBrJ7QR2kxX32ew838IgBA5xYNtV5LE32eIyB/JkODDiF0+gC9r6XpfonIsJgsERmBeZ164lyeg7J4mNeppzZMa3fUXrHd7qi9audIOZKKmV6zxTZLvlqGzKwLktdTbDvCxRUpR1L1ilPbT0X6wmcBYqOj1F7eVZ08eQoA0KdPL6XtFhYN8Kz4MWKj1ZOllCOp+MJnAZZ+ubhCziv8rlSH+wmfz53PFLfFRkfhWfFjpbbC8aUlhorHq5IaaqhpcWGp/fq0NWWNPbaJw5oSs/LQ2GMbJoYkKw3T2nfmlthu35lbauc4duUXfLHjlNgmMDYDl/J+k7yeYtuJIck4duUXveLU9qNNhOdgyd4QqXkzPz/4HQDQqIHy8LkmFnUBAFfvPBS3aVosV9v+Y1d+gd/es/AZ0U3jcadvFAAArNsqD/VsULcW8kMnlTrMbEPyFdhZWaot0qvPcygvfZ4jIE/UIjwHqyWeutB0v0RkWEyWiIxIKGKg+OfMrAtY8tUyfDxpitju40lTlBKmg7J42No7KvVKLA8IQveefdQSoSVfLVNqKxy75KtlBrwzufMZ8oShYcOG2LBps5hgbdi0GYWF6sNTnhU/1ukFPfXYcQBAyxYtsDtqL0a4uMK8Tj18s3Yd8gsK1Nr/dO06bO0dsXPbFq3zg/Q5rxCn6n0InzX1GH2zdp2YtErNbdLHT9euA1BOuGZMmwIAagm28FnYr2/b6kCYUK/450t5vyEwNgMeG46K7Tw2HFVKmBKz8uCy5rDSvJRv4rMwaNkBtUQoMDZDqa1wbGCs5uFohiYMBVPszRCKKagmEMJcHmE/AEzo3x4A1JJI4bOwX/F6LmsOI3T6AHSyfE1jXGk/yZ+dZcNXsO/MLUwMSUZjj21Y/92PuFdUrPWejl35Bd/EZ8H9g3e0tlONC1B+Dhdy5T0/DevVRsSxa2JSGnHsGh79+bTUc+rzHAH58LrSkk8pZblfIqoYTJaIjCj97A/iHBRhDoswX0d1u2LyJCRYwryaZ8WPceKo/CVwT/Q+sV3KkVQsDwjCQl9vtbkuywOCNPZECaTmGeky70hV95591IZ/TZo2XTJh0oXQKyMklcLnL3wWYMYnnkrnLSx8hC98FmChr3epiYk+5/14jPx3oDiPqbDwEVav/Z/Wa3Tr2gUrA7+WV51TSYL1tX1nJIY5OohD/wB5EpeUIMPO3VFKPYA7d0chKUGm1rOka9vq4PzNe+Iclug58mcmzB1R3a6YPAkJljAnJT90Eg55DwUAxP1wS2wnvNDOdbBSmyvzTXyWxp4ogaZ5KvrMoZGy51Q27Kws8cG7zcp0vJ2VJaLnDEFMerZSL1dMejai5wxRevl/9OdT+O09i7kOVqX2ngg9e0KyKnz223sWc7ad1JqshH3/I+ysLNH/7Td0vg9tz2HQsgNKwwnnbU+D56bjOiVMlaEs90tEFYPJEpERfTbzE3EolTCHBQDmzf6v5HaB8BK7N3ofUo6korDwEXr37IlnxY+xPnit2C4l9aja+RTnunyfnGKAu/qXMJfmxNFkyQIC2gox6Opu7k2t51299n84KIvHZzM/qdDz2tsNERMeIclo2KT0l9FBA20wd/YsxEZHIXR9MD6eNEXnYZGKlny1DMsDgrD0y8Vqw/HOZ2SqVbg7KIvHjWz1OSD6tDV10we/LfYAKL50zhzyjuR2gZAMxP2Qg2NXfsGjP5/ivTaNkB86CSvH9xbbnbj6i9r5FOfKpF6+a4C70i4wNgPfxGfBZ0S3cg1Du5D7QK26XGJWHm4VFCltW3/4RyRm5WH64Lf1Ov+Pq1zVCkcoFnhQ9EN2ARKz8tR6tLTR9ByE+UuHvIdKFq/QFENlKsv9ElHF4TpLREakqSxzaevbLP1yMQ7K4sVkZJijA2Z7eaolVsI6QZpe4r/wWYC5s2dpvI4uc5K09S5p2jfGdRQ+njQFO3eXPj9JG8UkEPi3uIJw3t1Re7E8IAgnjibrVQK7tPMC8t9R+LchiDtwEB4zvcT1ica4jhKfe2lGu7jAY6YX1gaHSCbFmgiJklTZ8d1Re/GFzwK1IX67o/bi40lTUL9efXG7Pm2rA03lrUtLInxGdENiVp74Ym1nZQn3D95RS6yEIVdvzd4leR6/vWcx80PNw6gqem0dIUFIWTxc63C40uw7cwt+e88idPoApd6ifWduwWPDUdSr8xI+sn4T+87cwjfxWTjkPVTjs5aimFwCEHt+YtKzJXundqXdAAD0addYp/Nrew6anudH1m/CY8NRjTFUJn3vl4gqFnuWiExQF6vOeFb8GOfS08Sy1rb2juKcJ1Mhtb6PLhb6egPQXFxBOK8wdPH9AYMli1Koftb1vILGjRph+rSpYvGHMa6jxJLhKwO/LvU+NJ1Xk/yCArGQx+ULGZLzr4R71lThTrGinz5ta7JOlq+JZZuFstYuaw6Lc56qmntFxf8UoHiAtKUjJROluQ5WAKA2zEz4LOwH/h2SqKkanlB9Tmg3NOiQZFEK1c/CNVSTVeGz1DpJ94qKxVLdpSW5ujyH0kjFoEif51gW+twvERkGe5aITFgXq87oYtUZo1w+wo0b2bC1d8RBWbzYo+MxYzpCwzfgwa93Su2tkqLrnCRNhAp/qtcX5v54zJhepvN26ihf6PZ2bq5Y4ruyz6vp3oRy6c2bNSu1rVA0Qpd4hcIfXaw6671YrCJ9EtSyJrPVVSfL19DJ8jU4vdcKN/OL4LLmMBKz8sTeickD2mPr0Z9wfe3YMr3YlnVOkiJ5wYrz6GTZUOtisR2avQoAKHhUrBRr7n15dbfm/5TB1kVpCYUmQgx5D34Xy24D/yYakweoDzvL+WfYX7fWr2s9t67PQaiKqPo70xaD1D1UxHOUouv9EpHhsGeJyAQJZcBPpacDkFdva9u2jVq70S4fAZDP21Gs5pZyJFWs8mZIUkUQFD8L8elLKO29YdMWpaILwnkd7OXD5korSqH6WdfzKt7bnuhocdtP166LBTYUy49LtS0sfCQuJlvac7idm4vuPfugi1VnLP1ysdZESejREuayCYRCEoo9Xvq0rcmEMuA/ZMv/Dlk2fAWtG9dXa+f03psA5PN2FKu5Hbvyi1jlzZDyHvyOQcsOoJNlQ/iM6Kp1KFz7phYA5EUP8v4pf5334Hcc+CEHANBd4eVcWABVmK8lEKrhCftLK0qh+lkoGb5dpfKcME/ItvP/Z+/O42pK/ziAf8qWQZHdxNhKirIkakZ2LcgSUVINka2xxNj3jAxZp4j0s6QUSdrEaB0yCi1T2uxlKbTYGkq/P+6co9vd227L9/169Xq55z7nOd/npO759my8q8alZHOW4u4tZJ8hSe7DNO2eXNcsHwPzPRVEkvtYEeK0lxBSvahniZA6yHKOOVyPu+FHPd59SFxdDrP/HjVyBLvyXfl5NBMnGMFitlm1xll2EYSyq/kBnCFvkszTKatb167wPH0S5pbWPO2ynW9T4VXcJKmXaZvtYjuezVs9T5/k6pmaaTodnt4+fMvyuw/M0EAmkWM2uOX3fWQwZS1mmyEy+i+MNZjAU6b891ySsg3ZLJ1eOBWVDsPdITzvOVnosP8ertqJXfmu/JLR+hpKMB3G+weNqhSezHnA53d9BpOsqCu1gb6GEt+yVnoqXEPWTIf1REz6S5js512QpTLtUlJsAVcbPdi6RfGNgd8S24lP3wAAFL4T3HMnyX0Y068L9DWUYOsWxbUCIsAZQld+XhozjLAi97EixGkvIaR6UbJESB00TFsbd2/HwNfvEvvwvGHdGmhrDeZJFLZv2QT1vn0RGf0Xu/ePq8thGE+aWOGhXOJSUJDHaXc3XAm9Ck9vHwQGBcN2vg1mmEytcKLEmGk6HT9074bTZzzhetyNa4GFmqi3/AIPAOd7YDJ1Ct+5RP6+PvD2uVCh+1A+wRKmQ/v2PPecaYOB/niuYYCSlG3IBvdsj/BNkxBw5wn7QLzSSAMDe7TjeaBfO3kA+nRpjZvpL9m9lpwsdGA4oKtEix5URNmlr8Wx31IXIfHPcDXxGUITs6CvoYTxGl0xWesHrnLtWsnBee5PuP7Pc1y8/ZAtO027J8b061KpuTRTh3RHt7YtcC7mAU5FpbP1ClpUgbmnwu6lJPdBvnlTnrZZ6anAeHB3sZfpFvc+VoQ47SWEVC+Z0tLSUmkHQUhdJyMjA4+T7jCbZSrtUAiRGq9zPrCwnovq/FiZPXs2/s2MwZF5w6vtGoTURx1sT+Ps2bMwNzeXdiiE1CVLac4SIYQQQgghhPBByRIhhBBCCCGE8EHJEiGEEEIIIYTwQckSIYQQQgghhPBByRIhpNZrJNeSXU67rikoKIS3zwVMNjFFI7mWmGxiCjf3/3Hte1VW2bKL7ZYjITGphiMmRHwdbE+zy2nXRX6xjzHHOQwdbE9j9dlbSM7Kk3ZIhJBahpYOJ4SQalJQUAjLuTYIDApmjwUGBSMwKBgBQSE4ftSZa/n2ySamXGVdj7vB9bgbPE+frPSS6IQQbnOcwxCamMW+PhWVjlNR6XC10RO4dDkhpOGhniVCCKkmV0KvIjAoGK4uh/H21XOUFL3H21fPsWHdGgQGBcPjrBdb1tvnAgKDgrHH8Te2bEnRe3aT3KfPnkmxJYTUL36xjxGamIWt07WQeWAWclwtkeNqyW6Sm/X2g7RDJITUEpQsEUJINfH09gEA2Mz9md3gVUFBHvbLlwEAVq9dz1N23s/WXJvBGuiPBwBcvfZnjcRMSENw8fZDAIDFT725NtUd068LACA8+blU4iKE1D6ULBHSgIRHRGKx3XJ2DtDmbTv4zolJSEzCvgOH2HKTTUzh7XOBq0zZeUSBQcFsubLDyLx9LrDlhJ1fvlxBQaHE7ZlsYorwiMhKtbs8prywL2H8fX1QUvSe53jZZIjB3Lfy7zGv795LEBkvqbuiU19i9dlb7BwgR/94vvNnkrPy4HIthS03xzkMfrGPucqUnUcUmpjFlis75Mwv9jFbTtj55csVfvoscXvmOIchOvVlpdpdHlNe2JcwzL0omyiVfZ349I04zSSENACULBHSQAQGBWOswQS4Hndjj+3ctRuDtHW4kozAoGAM0tbh6vUIDAqGuaU1T8LDvDfZxJTr3wmJSdi8bQfMLa3ZcsLOL1/Ocq6NyPZs3raDqz1M+zZv21Ghdtek9IxMAIDn6ZPssYkTjACAJ1FkXpeNn9QvoYlZMNl/Faei0tlj+4ITMWpHAFeSEZqYhVE7ArD1QhzXMVu3KJ6Eh3lvjnMY17+Ts/Lg6B8PW7cotpyw88uXW+L+l8j2OPrHc7WHaZ+jf3yF2l0d9DWUAIAn+WNel42JENKwUbJESAPBJDSPMu6z82FuRHEepM77+vGUuxEVxpZ7lHEfALiSGsbtuDvsHJs/rwQBAAZp6wAAz3F+5x93P8nG9CjjPjufR1giEx4RiZ27dmPDujU8c4F27trN1Wskbrv5YcoL+6oID08vTJxgxA6xAwDzmZw4r4ReZY8VFBTC6cDBCl2D1B1MQnN3lwk7dyZkjSEA4PKdxzzlQtYYsuXu7jIBAK6khnHv0Wt2Po7vCs7/tVE7AgCA5zi/8z2i09mY7u4ywUojDYQmZglNZKJTX2JfcCJWGmmw18g8MAsrjTSwLziRq9dI3Hbzw5QX9iXMNO2eAIDr/3wbblf46TNcrqYIPY8Q0vBQskRIA8H0XFzw9UN4RCQKCgoxTFsbJUXv4XL4AFuOSQJ69uiBhMQkBAYFw839pMB6ly5eyA4VGzVyBHvcfvkyvsfL2+P4G7p17QoA6Na1K2zmWgMQnsiER0bxXKPsXKDrYeESt7umbN62Azt37cb2LZt45iZNnGAEc0trdoifYscuNR4fqXlML8flO08QnfoShZ8+Y3DP9shxtcSe2cPYckwS8EP7VkjOykNoYhY8ojME1mszWpUdVjZctRN7fPF4Nb7Hy9s6XQtKii0AAEqKLWAxXPm/OB8LPOdG2kuea8g3b4rF49UAAJH3X0jc7uowpl8X6GsowdYtih2213v5uWq9JiGkbpIpLS0tlXYQhNR1MjIy8DjpDrNZptIORaCExCS2xwfgJBHL7ZbwTWSYB3p+mN4UZr5O+d4VcY8LKidOWXH2XGLKStJuQXGIcx1xMPf17u0YaGr053k/JzcXlwMCYbvYjpM4zTTFTNPpQu9VbeJ1zgcW1nNRnR8rs2fPxr+ZMTgyb3i1XaOmJWflsT0+ACeJWDBGjW8i4+gfj33BiXzrYXpTmPk65XtXxD0uqJw4ZcXZc4kpK0m7BcUhznUEef2uCCHxz2DvEQN9DSVM0+6JqUO6C21/XdbB9jTOnj0Lc3NzaYdCSF2ylPZZIqSB0NToj5Ki90hITML1sHCsXrsegUHBmDjBCNu3bGIf3t3c/4edu3bDdr4NZphMhaKiIjp37oTOXXtIuQUVI267q1NObi7+cDmKhMQk3E+Kh4pyb77lOrRvD5u5P8Nm7s/sMWbJ8D2Ov1V7nEQ61JXaIMfVEslZeYi8/wJbL8QhNDEL+hpKWDt5INSV2gAAzkRnYF9wIqz0VGA8uDsUWzZDR4XmUFvlI+UWVIy47a4u7VrJYc5wZcz5r8cMALtk+NbpWtV6bUJI3UHJEiENjKZGf2hq9Md0k6l48OAhxhpMQGBQMNtrYbvYDgC4hqiJuzpdRTx99owdhgd8W/xgw7o1As+xnW8D1+NuePvqOd+V5fgR1W5+qqInh1nsQlOjP88mtGUxKwmWb9ODB5wljr/vQkPy6jt1pTZQV2oD48E/4FHOO5jsv4rQxCy2h8PeIwYAuIaoibs6XUVkvf3ADsMDgAevOL8HVhppCDzHSk8Fp6LSkXlgFs9Kc4KIajc/le31YVYHLB/no5x3AIDOrb+rVP2EkPqD5iwR0kAwS2ffun0bAGd+UK9ePQWWZ5KW6l5kwM39JNt78vTZM3h4cjZqHTVCT+A5M0ymAgCcDhxETm4uezw8IhKN5Fpi34FD7DFJ212Vnj57hkHaOtDU6I/tWzYJTJSAbws8nPf1ZY+lZ2Syc7d0dIZWb7BEapils+885PxfVlJsgR4dWgkszyQt1b0ggUd0BtvTkvX2A87f4iTuP/YRPEzOeHB3AIDL1RS8flfEHo9OfYkOtqfhcu1bvJK2uyoxCzz4xz1hjz14VcjOxxrSS/DPKiGkYaGeJUIaCMs55nA97oYf9UbzvOfqcpj9t+fpkzC3tEbf/gP41pOekSlwGFlF9VDuy/V6w7o1QucUjRo5gl35rvzcqokTjGAx24x9LW67qwOzkSy/OBlM7xWzwIPtYju2d4/hefokV+8bqV9m6fTCqah0GO4O4XnPyeLbfDtXGz3YukVBZ/MlvvU8eFWIXh3F62kV16B1vlyvVxppCJ1TNFy1E7vyXfm5VfoaSjAd9u0PFeK2uzowCzzYe8SwPXYMVxs9rh41QkjDRj1LhDQQw7S1cfd2DNfwtg3r1sDf14drjsxM0+lcScSGdWtwPyked29zHiiioqOrNK7tWzax83EmTjDCn1eCsH3LJrHO8zx9Erbzv+3J5OpymGeom7jtrg7lkx5hFBTkcfyoM8+9v3s7BjNNp1dHeKSWGNyzPcI3TeIa3rbSSANnlozmmk8zdUh3riRipZEGYrZPQfimSQCAm+mvqjSutZMHsHN39DWU4LtiPNZO5v9HlPLnudrowUpPhT3mZKGD/Za6aNdKjj0mbrurg3zzpthvqctzP8M3TcLUId2r9dqEkLqFVsMjpArUhdXwapu6ssIbER+thlc/1NfV4Bo6Wg2PkApZSj1LhBBCCCGEEMIHJUuEEEIIIYQQwgclS4QQQgghhBDCB62GRwiRCpqrREjtRHOVCCHkG0qWCGmA6sviCoFBwZhsYiq0Hd4+F+Dp7YPAoGDYzreB7fx50NToz1OuoKAQ5319ERAUgsCgYEycYATzmaYw0B/Ps/Etc//4EXVPhZ0rqA5J28Cswrdh3RpYmJtV+VLvRDL1ZcGE0MQszHEOE9qOB68Kcf7WQ3bZcCcLHRgO6Mq1Ch7w7Z7wU77+wk+fcf2f57h4+yFCE7Ogr6GEado9MaZfF5Eb3yZn5WHUjgCx7r2wmATFxhDn3lSkLCFE+mgYHiGkTkpITMJkE+GrD042MYW5pTUCg4IBAK7H3TBIWwfePhd4yq7buBm2i+3YsoFBwTC3tIblXBuucswGutVl4gQjrteStMFyrg3XcuU7d+1G3/4DkJCYVK0xk/ovOSsPc5zDRJbR2XyJa38le48YrDh9E4WfPrPHmI1uxfH6XRGWuP8FW7cohCZmAeAkG7ZuUVji/hfXxrf8zh21I0Dsa4mir6HE97g496YiZQkhtQP1LBFC6pxbt2/z3WS2LG+fCwgMCsYex98w72drtnfI2+cCzC2toaMzlN3oNSExCa7H3bBh3RrYzLVGt65d8fTZMzj+7gTX4258N+Ld4/gbVi7/ReLYBfU8JSQmYZC2DrvnlKRtYMq6uhxm948Kj4jEWIMJcD1+Ai6HD0gcKyEAcOdhLt+NY8sq/PQZo3YEQF9DCbvMhkJJsQUKP32Gx1+Z2HohDtf/ec6zf9HW6VpYPE5NaL0h8c8QmpgFVxs9rvP9Yh/D1i0KIfHPBO7JtPtyvFjtYwjq6WF6p5g9p8oS595UpCwhpPagniVCSJ2y78Ah/Kg3Gp6nTwot5+ntAwBcSQYAGOiPBwBcvfYneyw2Lg4AYGFuxiYf3bp2he38eQCAe/e+PXQ9ePAQADBwgGYlW/JNTm4uBmnrwNXlMFdSJkkbmLIzTEzYY6NGjgDA6Y0ipCJcrqXAcHcIXG30hJbLeFEAAJim3RNKii0AcDZ+tfiJ8//54u2HbNlHOe8AAP27Koq8vr0HZzPs8okW85p5n1/cL/M/iqxfFKZ3yslCB706cg/HFffeSFqWEFK7ULJESB3QSK4lFtst5/veYrvlaCTXEgUFhQA4PRT7DhxCI7mWaCTXEpNNTPkO2SpfP7+5NIKOh0dEstedbGKK8IhIsdsh6kuU1WvXw9/XBzNNpwstxwxbKz/fiHl9914Ce+zpM87wno4dOnCV7dy5EwAg+f59kXFVxh8uRzFxghHbI8SQpA3+vj4oKXrPVZY5X1RiSbh1sD2N1Wdv8X1v9dlb6GB7mh1WlpyVB5drKehgexodbE9jjnMY/GIfi6yf3/wYQcejU1+y153jHIbo1Jdit0PUlyhbL8ThzJLRPMlKeX8/yAUADOnVnuu4fPOmyHG1xJklwnuCBRE09E3Y+9GpL7H1QhzWTh5YoWuW5RaWCn0NJb69V+LeG0nLEkJqF0qWCKkD9jj+BtfjbsjJzeU6npObC9fjbtjj+BsUFOQRGBSMQdo6WL12PVuGmXsjKmES1+ZtO/4b2uXG1j/WYAI2b9tRJfWLUlL0nmdeDz9MGSaJZDCvy/a27Ny1GwBvUtKhfXuu9wHgXjwnQVFUVISb+//YJM/N/X881xJHeEQkdu7ajeV2SyrVhrKYZHmyiSk8T58UmVgSbluna+FUVDrPfJjX74pwKiodW6drQb55U4QmZnGGZ12IY8sw82lEJUzicvSPh8n+qzgVlc7Wb7L/Khz9JRtiVlE5rpYiExYAiEnnJHBKii3gF/sYc5zD0MH2NFyupfDcx6RnbwEAii2b4Ux0Bpu4nYnO4JrbBAAWw1UAgOd+Mq+Z9xkPXhXCZP9VuNroQV2pjdjt5Cc69SX2BSdiwRj+QwXFvTeSliWE1C40Z4mQOmDM6FEAgPDwSK4H3/BwTo8O81DNLHhwIyoMw7S1AXAWJOih3BfmltaVfmhmHuw3rFsD++XLoKAgj4KCQjgdOIidu3bDZOoUvqu0MWpy9T3zmaYIDArGldCrbLuZWKvCIG0drte2i+0QEBSC0+5uPEmXMAcOO2PiBCN2yFxZFW3DwAGa2OP4GyKj/4K5pTUAUMIkgRF9OwPgPCyX7QlgenSYh15mon7IGkMM7slJrLPefsCgdb6wdYuqdC8C87C+0kgDi8erQb55UxR++gyXqynYF5yISYN/EJoQ1ORqa8ziC47+8VwLPGy9EIeY9JdwnvsTz8p15RdfsPeIwdXEZ1xl9TWU4LtiPI5dT4GtWxRbljk+XLUTe6zw02dsvRCHlUYaVdKDc+x6CvQ1lLiuQQhpeKhniZA6QFOjPyZOMGLnpTA8vX1gO9+GnedSUvQeJUXv0bNHDyQkJiEwKBhu7ierLI7wSM7DCpMoAZzeGPvlywAA18PCq+xalWWgP56z/LelNdv7o9ixS6XrZXrtbkSFsfe7pOg9PE+fZBMbcd26fRuBQcGYP9e6StswauQIrFz+C/x9feDqchjmltZiD5UkgLpSG+hrKHHNswE4826s9FTYuSs5rpbIcbXED+1bITkrD6GJWfCIzqiyOG6kcZIzJlECOMPaFo/n9HRE3n9RZdeqSil7Tdl742qjh9DELFz/5zn7PtMTF7LGkC0nqCzA6YlikjFGaGIWHue+4zrmcjUFoYlZsBmtWuk23HmYi9DELJ6eK0JIw0M9S4RUATk5OZR8LanWayy3W4KxBhPYldnSMzIRGBSMP68EcZXbvG0H17CxqsTUK+iBffXa9UJXiKvIHkMVpaAgj+NHnXE5IBC2i+3YfZNmmk6v1P0RFN9M0+kwt7SGp7fo+VSM02c8AQDDf/qJ7/tV0YYZJiY1wisgAAAgAElEQVSwXWyHA4ed+fZeVaXikmLIycmJLlgJsrKyeP9v9f6sAcCCMWow2X8VD14VoldHeTx4VYjQxCz4rhjPVa58T0pVYurtvfwc3/e3XogTuppcZfYNqqiyiR0AjOnH+V1x8fZDtrdH0DWnDukOW7corrJ+sY+x9UKcwNXwWso1wdQh3eEX+xj7ghMRssaQZ0+nijgX8wAAoKPcQUTJuuHfL5yfmZYtRf8OJoRwo2SJkCqgqKiIN2/eVus1Bg3kTFaOio6GinJvdoU25jgAuLn/Dzt37YbtfBvMMJkKRUVFdO7cCZ279qjW2GqrDu3bw2buz1wLJzD7JJVdonvDujXYuWs3CgoKuYbQMXODNqxbI/Y1mUUVRGHmm21Yt0bosD1x2yAIU7e4cVXG69dv0LZt22q9Rrt27ZD24Uu1XgMANH/grNR2M/0VenWUR+LTt1zHAeBMdAb2BSfCSk8FxoO7Q7FlM3RUaA61VT5866zPVhppYF9wIs9QO+Z1+Z4hYcqWZYbe8VsNr2xixZQTtDS3JBsDM3PTVhppiNz0tq54++FfAED79u1FlCSElEfJEiFVQF1dHf8kp1TrNRQU5OHqchi2i+1gPGkizC2t4epymOtBm9mQtOyeOhVZdAAAz2ISAGA73waux93w9tVzieblMGpyztJkE858n/KxMkt/f9/lW++Yet++AIBXOTlcZR8/eQIA6Nb128RsQfUy99l2PvcmtoI8fPQIAKCtNbhK2iCoLPN9FDeuyki5nwo1NeH75lRW37594X48r1qvAXAe8p0sdGDvEQPDAV1h6xYFJwsdrodnZtnqPbOHscfKL1AgLn6bq1rpqeBUVDoyD8yq0EN7Tc5Z6tOlNQDOnC1m6XDg2/2w0vs2nG2OcxhCE7N42sWvrCiSJGHievLf8L6BPdpVed3Skv7f0u7V/fNJSH1Ec5YIqQLDhw/HzRj+Sw1XJb3hwwGA7SkaP24s33LpGZkAxF/QgFkg4tbt2+x5f7gc5Sk3w2QqAMDpwEGuZCo8IhKN5Fpi34FD4jal2pnP5Cx2cd7Xlz2WnpGJ875+AAAdnaHscVXVPgAAD08vttfm6bNn8PW7BAAYovVtM0qm3vJzk5jXzD0S5Z9/kgEAKiqCHwwlaQO/sgUFhfA46yVRXJVxM+YWhv/3f7S66OnpofBDEe5nV3/CpKvSEQDYnqJR6vyHnz54xUmUmcUXRGEWiLjzMJc9zy0slaec8eDuADhzccomU9GpL9mV5moLZslwj3Ir2jHzj8b2//YHh2naPbneK1+WaTcAdiPY6NSXXPUyq+Ex75ed+1T2i1H+tTAp2fkAgN4dJf+DUG11K+MV+qn1hYKCgrRDIaTOoZ4lQqrAlClTsHnzZqSmpUO1T/VNCFZR7s327tjOt2E3UGV4nj4Jc0tr9O0/gO/5zHyn8phV137U+7YXCr8hXqNGjmCHrJWfMzNxghEsZptVpFnVglkcwXaxHdvjxvA8fZLr3jELaPBrl+18G64V/souusCsNMfYsG4Nz7wgZp5W+V41Zo+k1q0FP7xI0oaZptM5C37wKcsvrqqWmpaO1LQ0TJkypVqvo6qqCpXevRAc/wx9v6/c0tCi9Oooz/buWOmpcPWYAICrjR5s3aKgs/kS3/OZ+U7lTdPuidDELK4hY8xDf1nDVTuxw9vKz4vS11CC6bCeFWlWtVBSbMHej/KxWumpcC2bPaZfF+hrKMHWLYprhTuAM5yv7OpzpsN6Iib9JUz28y6cUtl7IGhoXuLTNwAAhe/qxxA8AAhJegETq4XSDoOQOol6lgipAv3794eOjg6On3Cv9msxPQSWc8x53ptpOh2uLofZ1xvWrcH9pHjcvc0ZLhQVHc23zpmm0+F5+iTbw+TqcljgQg3bt2yC5+mTXMO6XF0O4/hRZ3ZfotqAWRyh/P24ezuG7wIMTFnmHkycYARXl8PY5bCdp97T7m5c98t2vg3+vBKE7Vs2iR0fs0eSsHsmaRv8fX0qHVdFHT/hDh0dHfTvL3jp+Kpiu2gxzsY8QsnX0mq/FtPLMUunF897U4d0h5PFtyXkVxppIGb7FIRvmgSAM9+Jn6lDusPVRo9NIJwsdAQu1LB28gC42uhxDU1zstDBfkvdKlnIoCpNHdIdIWsM2Vj1NZTgaqPHNUwR4AxxdJ77E9c9sNJTge+K8Vg7mfsPPe1ayfGUZep1nvtTtdwDZk+r2nZ/KyruYS7Sst5g3rx50g6FkDpJprS0tPo/bQhpAMLDwzFx4kQkJ9zh6fEhpD57+uwZ1DUHIzAwEKNGjar26338+BGqKr1hN6IbrEf0qfbrEVKXTTsYDvUfDXD02DFph0JIXbSUkiVCqtC0adPQSFYG3mdFL9lLSH0xc7YlSr6W4uLFizV2TU9PT9gtWoCYrRPRpkWzGrsuIXVJwN0nsPe6i/TMB7QSHiEVs5SG4RFShZycnBAYFIzTHmelHQohNeK0x1kEBgXDycmpRq9rZmYGtX79sezM3zUyHI+Quubp6/dYcy4O27bvoESJkEqgZImQKtSjRw/s378ftovtEBEZJfoEQuqwiMgo2C62w/79+9GjR83u5SUjI4MT/zuFmMzX2HHxbo1em5DarvDTZ1gejUb/gVpYvGSJtMMhpE6jZImQKrZw4ULY2NhgloUl7ty9J+1wCKkWd+7ewywLS9jY2GDhQumssqWiooKLl/zhFpEG56vJUomBkNrmfdEXWLtGobhZK/hd8kfjxrTwMSGVQckSIdXg0KFD0NMbgVHjDHDJ/7K0wyGkSl3yv4xR4wygpzcChw5Jd2+t0aNHw9nlCBz87mG1598opiF5pAHLevsBE/dew8O8EgSFhNK+SoRUAUqWCKkGjRo1gre3NxYsWIAZZhbYumMnPn36JO2wCKmUT58+YeuOnZhhZoEFCxbA29sbjRo1knZYsLGxQUBgIC7eycKsw2F49ua96JMIqWeu/5MNg92haN5OCbfj7qB3b9499QghkqPV8AipZseOHYO9vT06tG+PPY47MWWysbRDIkRil/wvY/XaDcjJzYWTkxMWLFgg7ZB4JCUlYeaM6Xj8+BEWjlHFcsP+aN6UhiCR+u1RzjtsOH8HfyY+hdmsmTjudgItWrQQfSIhRBy0dDghNeHFixewt7fHuXPnMGjgANjMtYbxpIno1LGjtEMjRKCXr17B/3IATvzvFO7ei8esWbPg5OSEzp07Szs0gT5//ozDhw/DYfs2NJH5CnPdnjAe/AP6d1WUdmiEVJl/v5QgOu0lvG89RPC9p1BRUcEfzi4YOXKktEMjpL6hZImQmnTnzh0cPnwYfn5+KCwsxA/duqFnzx5o3VpBrOFMubmvoajYplYMfSL1U0lJCfLzC/Dw4SM8efoUCgoKmDJlCuzs7DB48GBphye2nJwcuLq6wv3EcTx+8gwKLZqjT5fWaPNdEzRrLCPt8EgD9PHfYpQCaNGs4r2d7/4tQU7hv0h//hZfS0vxk64uFixcBFNTU1rIgZDqQckSIdLw+fNn3Lx5E7GxsXj48CHy8vLw9etXgeU/fvyIxMREPHv2DEOGDEH37t1rLtg6JDo6GvLy8tDU1JR2KHWWrKws2rRpg169ekFLSwu6urpo2rSptMOqlNTUVERHRyM5ORlv375FUVGRtEOql6Kjo9G2bVuoqalJO5Ra6c6dO3j8+DF69+4NdXX1CiU3rVq1QufOnaGpqYlRo0ahXbt21RApIaQMSpYIqc0+ffqEffv2YefOnfj++++xf/9+TJw4Udph1VojRoyAuro6XFxcpB0KIQ3OoEGDoK+vj127dkk7lFqpuLgYx44dw8aNGyEnJwcHBwdYW1tDVpbW2iKkFltKP6GE1FJ+fn5QV1eHo6MjNm/ejOTkZEqURGjVqhU+f/4s7TAIaZCKi4ulHUKt1rhxYyxevBjp6emYOnUqbG1toauri1u3bkk7NEKIEJQsEVLLpKSkYNy4cTAxMYGOjg7S09Oxdu3aOj8UqqbQEu2EkNqsXbt2cHZ2RmxsLJo3bw5dXV1YWVnhxYsX0g6NEMIHJUuE1BL5+flYsWIFNDU18ebNG9y4cQNnz56t1SuP1TbNmjWTdgiEECKWAQMGIDw8HN7e3oiIiICKigocHR2pd5yQWoaSJUKk7OvXr3B3d4eysjI8PDzg4uKCuLg46OjoSDu0OkdOTg4fP36UdhiENFitWrWSdgh1zowZM5CamorVq1dj+/btUFdXh7+/v7TDIoT8h5IlQqTo1q1bGDJkCGxtbWFubo6MjAzMnz+fJvxWwpcvX6QdAiEN0pcvX+h3VwU1b94cmzdvRmpqKrS0tDBlyhQYGhoiJSVF2qER0uDRbzVCpODFixewtLSErq4uFBQUkJCQgIMHD6J169bSDq1Oo13rCZEe6tWtvG7dusHLywvh4eF49eoVNDU1sWrVKuTn50s7NEIaLEqWCKlBnz9/xu+//w4VFRVERkbC19cXYWFhtC9JFWncuDEKCgqkHQYhhFTKyJEjERcXh0OHDuHUqVNQVlaGm5ub0P34CCHVg5IlQmpISEgI1NXVsXXrVvz6669ITU3F1KlTpR0WIYSQWkhWVhaLFi1CRkYGzMzMsGjRImhpaeGvv/6SdmiENCiULBFSzTIzM2FkZAQjIyMMHDgQqamp2LRpE5o3by7t0OodBQUF2uuFECmiFSmrXuvWrXHo0CEkJCSgbdu20NPTg7m5OZ4+fSrt0AhpEChZIqSavH//Hr/++ivU1dWRlZWF8PBw+Pj4oFu3btIOrV778OGDtEMgpMGSk5OTdgj1lpqaGq5duwZfX1/ExsZCXV0dO3fupL3lCKlmlCwRUsVKS0tx5swZqKio4Pjx49i/fz/u3r2LkSNHSju0eq9x48bSDoGQBquwsFDaITQIU6dORWJiItauXQtHR0eoqanBz89P2mERUm9RskRIFbpz5w50dXVhbW2NKVOmICMjA4sXL6aH+BrSokULFBUVSTsMQhqk0tJSaYfQYDRv3hwbNmxAeno6dHR0YGJiglGjRiE5OVnaoRFS71CyREgVeP36NebNmwdtbW00adIEcXFxcHFxQbt27aQdWoPz77//SjsEQgipEZ07d4anpydu3ryJwsJCDBgwAEuWLMHbt2+lHRoh9QYlS4RUQnFxMfbv3w9lZWVcvXoVHh4eiIyMxMCBA6UdWoNEi2YQIl0yMjLSDqFBGjZsGGJjY+Hq6gpfX1/06dMHLi4utOANIVWAkiVCKujatWvQ1NTE+vXrsWTJEty/fx9mZmb0sCBFTZs2xfv376UdBiENlry8vLRDaLBkZWUxd+5cpKamwsrKCitWrICWlhYiIiKkHRohdRolS4RI6NGjR5g2bRrGjx8PFRUVJCUlwcHBAS1btpR2aARASUmJtEMgpEGi+YK1Q+vWrbF3714kJCSgc+fOGDVqFGbMmEFLjRNSQZQsESKmjx8/YuPGjVBXV0daWhpCQkLg5+eH3r17Szs08p9WrVrRDveESAnNF6xdVFVVERISgsDAQMTHx0NVVRWbN2+mpcYJkRAlS4SI4dy5c+jbty+cnZ2xY8cO3Lt3DwYGBtIOi5QjKyuLd+/eSTsMQgipNSZMmIDk5GTs2LED+/fvh6qqKry8vGj1QkLERMkSIULEx8dj1KhRmD17NsaOHYuUlBTY29ujadOm0g6N8CErS7/SCCGkvKZNm8Le3h7p6ekYO3YsLCwsMHr0aNy7d0/aoRFS69GTBSF8vHnzBkuWLMGQIUNQVFSEmzdv4sSJE+jcubO0QyNCtGrVCgDw+fNnKUdCSMPUokULaYdAhOjcuTNOnDiBGzduoKioCFpaWli0aBFev34t7dAIqbUoWSKkjOLiYri4uEBVVRV+fn44duwYbt68iaFDh0o7NCIBGpNPSM1i5grSBtx1w7Bhw3Dz5k24u7vD398fysrKOHToEC01TggflCwR8p+IiAhoa2tjxYoVsLKyQmpqKn7++WdaCrwOadasmbRDIKRBormCdY+MjAysrKyQnp4OW1tbrF69Gpqamrh27Zq0QyOkVqFkiTR4T58+hbm5OUaNGoWOHTsiMTERe/fupf1C6iA5OTkAnJULCSGEiNayZUs4OjoiOTkZysrKGD9+PKZNm4bMzExph0ZIrUDJEmmwPn36hJ07d0JNTQ2xsbHw9/dHSEgI+vTpI+3QSCV9+fJF2iEQQkid0rt3b1y6dAkhISFIS0tDv379sHHjRtromzR4lCyRBsnPzw/9+vWDo6Mj1q9fj+TkZBgbG0s7LFJJNLmcEOlq0qSJtEMglWRgYICEhATs3LkTzs7OUFFRgaenJy01ThosSpZIg5KSkgJ9fX2YmJhg6NChSEtLw/r162kp8HqCmVxeUFAg5UgIaZi+++47aYdAqkDjxo1hb2+PjIwMGBkZYc6cOdDV1cWdO3ekHRohNY6SJdIg5Ofnw97eHpqamsjNzUV0dDQ8PT3RpUsXaYdGCCF13ocPH6QdAqkG7dq1g5ubG+Li4tCoUSNoa2tj3rx5ePnypbRDI6TGULJE6rWvX7/C3d0dffr0wenTp+Hs7Iy4uDj8+OOP0g6NVAMFBQUAoOVvCalh9DNXvw0cOBDR0dHw8PDAtWvX0LdvXzg5OdGedqRBoGSJ1Fu3bt3C0KFDYWtrC1NTU2RkZGDBggWQlaX/9vUd/ZWbEEKqloyMDMzMzJCSkoIlS5Zg06ZN0NDQwJUrV6QdGiHVip4aSb3z4sULWFlZQVdXFy1btkRCQgIOHz6M1q1bSzs0Us1ocjkhhFSvli1bwsHBASkpKVBTU4OhoSGMjIxoqXFSb1GyROqNz58/Y+/evVBRUUFERATOnz+P8PBwqKmpSTs0UkOYyeVFRUVSjoSQhon2p2s4unfvjosXLyI8PBxPnjyBuro6Vq1aRRsUk3qnsbQDIKQqXLlyBXZ2dsjOzsaaNWvw66+/onnz5tIOi9SAf//9l92E9s2bNwCAJ0+eICMjA4WFhQA4w0cGDRoktRgJqW/evHmD3NxcdiXRp0+fAgCys7PRvn17doPoli1bUo9vPTdy5EgkJCTg2LFj2LhxIzw9PeHg4ABra2sa9k7qBZlSWjif1GGZmZlYvnw5goKCYGJign379qFbt27SDovUkF27dmH9+vVilaVfdYRUHQ0NDSQlJYks99NPPyE6OroGIiK1wevXr7FlyxYcO3YMgwcPxoEDBzBs2DBph0VIZSyllJ/USe/fv8fatWuhrq6Ox48fIzw8HBcuXKBEqYERZ8iPrKwsjIyMaiAaQhoOAwMDscqpqqpWcySkNmnXrh2cnZ0RGxuL5s2bQ1dXF1ZWVnjx4oW0QyOkwihZIrWKj48PsrOzBb5fWlqKs2fPQkVFBa6urti3bx/i4+MxcuTImguS1BpmZmYih/iUlpbCysqqhiIipGGwsLAQq9yiRYuqORJSGw0YMADh4eHw8fFBREQEVFRUsGvXLqFLjf/777/w8PBgh1UTUltQskRqjQMHDmDmzJkYO3Ys3yFT9+7dg66uLiwtLWFsbIyMjAwsWbIEjRvT1LuGSlFREcbGxkL/DzRp0oR6lgipYhoaGujVq5fQMr1796a5gg3c9OnTkZqail9//RU7duyAuro6Ll26xLfs/v37MWfOHMyYMQMlJSU1HCkhglGyRGqFy5cvw97eHgCQlpYGLy8v9r3Xr1/DxsYGWlpaaNy4MeLi4nD06FG0a9dOWuGSWuTnn38WuCFmo0aNYGBggJYtW9ZwVITUf7NnzxbYs9ukSRPMnTu3hiMitVHz5s2xadMmpKamYsiQIZg6dSoMDQ2RkpLClsnOzsa2bdsAcBZs2rhxo7TCJYQHJUtE6pKSkjBz5ky2N0lGRgYrVqxAfn4+Dh48CGVlZYSEhMDDwwNRUVEYOHCglCMmtYm+vj7atm3L973S0lLMmDGjhiMipGEwNTXFly9f+L5XXFyM2bNn13BEpDbr1q0bPD09ER4ejlevXkFTUxP29vbIz8/H6tWr2d6kr1+/wtHREUeOHJFyxIRw0Gp4RKqysrKgpaWFN2/ecPUONG7cGG3atEFBQQFWr16NtWvXUu8AEWj16tU4ePAgz4NbkyZNkJubCwUFBSlFRkj91qdPH6Snp3Mdk5WVhY6ODv766y8pRUVqu69fv8LV1RWbN29GcXEx8vPzeco0atQIV69exejRo6UQISEsWg2PSM/Hjx8xefJkvH37lmcYVXFxMd6+fYvQ0FA4ODhQokSEsra25kmUGjVqhNGjR1OiREg14jcUT0ZGBj///LOUIiJ1gaysLBYtWoS0tDTIycnxnXdaWloKY2NjsZaoJ6Q6UbJEpKK0tBSmpqZISkoSOIxDVlYW+/btq+HISF2krq4ODQ0NyMjIcB2fOXOmlCIipGGYOXMmz+9wWVlZGv5KxHLx4kXk5OTwnXf69etXFBUVwdDQELm5uVKIjhAOSpaIVKxfvx4hISECEyUA+PLlCwICAnD16tUajIzUVQsWLODZLd7Y2FhK0RDSMPTp0wd9+/ZlXzdu3BhTpkwRaw800rAVFhZi7dq1QjcMLykpQU5ODgwMDGhJcSI1lCyRGufm5gZHR0d8/fpVrPL6+vq0jCgRadasWWzPkqysLIYPHy5w4QdCSNWxsLBgh+IVFxfD0tJSyhGRumDNmjV48+aN0GQJ4PzhNDExEZaWliLLElIdKFkiNSosLEzkJoWNGzfmGgMvLy8vdCM7QgCgbdu27J5LMjIymDVrlrRDIqRBKLsqXuvWraGvry/liEhd8Pr1a/bf5T/3yysuLoafnx/Wr19fE6ERwoVWwyM1JiMjA5qamigqKmL/OtSkSROUlpaiuLgYjRo1grKyMoYNG4ZBgwZh0KBB0NTUpMUdiNgCAgLYoXcvX75Ex44dpRwRIQ2DhoYGkpKSsHTpUhw+fFja4ZA6oqioCAkJCYiPj8e9e/cQExOD1NRUfP78GbKysmjcuDHPH0tPnDhBe3iRmrS0SpKl169fIzw8HAkJCXjx4gXevXtXFcGReqS0tBQXLlxgX8vIyEBeXh5t27ZFmzZt0Lp1aygoKKBRo0Yi65KVlUWbNm3Qs2dPDBkyBLq6umjatGl1hl+t6Oen6pT9f0YTzCuvWbNmUFRURL9+/TB8+HCoqqpKO6Qq8fnzZ9y8eROxsbF4+PAh8vLyxB4WTPiLj49HRkYGxowZA0VFRWmHU2fR5xvn93hhYSHy8vKQn5+PvLw85OXlcQ3Hp/9nhJ9q+vmpeLJUXFwMb29vHDt2DDdu3ICsrCzU1NTQqVMnmthJ+IqPj8d3332HDh06QF5enmcyvri+fv2KvLw8PHjwAE+ePIG8vDymTJmCX375BYMHD67iqKvHt58fV9y4cROysjLoq9wLHdspQr5lC2mHV6flvH6LJk0ao40C/R6qrKLPn5FX8A4p6Q+QX1CIHt27w/rnn7Fw4UJ06NBB2uFJ7M6dOzh08CAuXfJD4bv36NapHbp3aovWLZpBVlZGdAVEoM/FJcjOzUOPzu2kHUqd9vVrKfI//IvHL9/g6cvXkG/VElOmTMUvy5bVvc+3oy64cfMWZGUAlU7yaN+iEVoKHmkn0sfPJSgoKsGbD1/Qp8N3aNKIfmYJt9JSoOAz8DjvX2S9eQ/5li0wZeq0yv78VCxZioiIgJ2dHdLS0jBt2jRYWVlh1KhRkJOTq2gghFTIy5cvcfnyZRw7dgx3797FrFmz4OTkhM6dO0s7NIEiIiJgt3Qp0tLTMEV/NCxMJmKEjhbkmtXdvx6S+i8+OQ0Xg//E/3wu48uXYmzctAl2dnZ14q/eL168gL39Spw75w1N5a6w1teG4TB1dGzTStqhESLQq7x3CLmVjJOht5GQ8QyzZs2Ek9O+Wv/5tnTJIqSnZcBQTREzNNvhxx7yaNaYpsiTmpXz/guupr7F2XtvkJRdiFkzTeG0b39Ffn4kS5Y+fPiA+fPnw8vLC0ZGRjh48CB69+4t6UUJqRZ+fn5YtWoVcnJy4OTkhAULFkg7JC6cnx8beHmdg8Gon+C0xR69fugq7bAIkcjHT0X43cUdB9080b17d3j7+KB///7SDkugY8eOwX7lCrRTaAGHuRMwUbeftEMiRGKBN//BRvcgvC74AKd9+2vn55vNPHid88aYPm2x3aAbuivSH9BJ7RBy/y12/JmNNx9L4LT/gKQ/P+InS9nZ2Zg8eTKys7Ph7u4OQ0PDikVMSDX69OkTHB0d4eDggGXLlmHPnj1izYOqbtnZ2ZhsbIysrKc4tnsz9EfqSjskQirlSdZzLFzrgLjEFHh7+9S6z4SSkhKsXr0KBw8ewupZY7DCdDTkmlZiDBAhUlb0+Qv2+4Rhz7nrWLbsF+zZs7fWfL4ZT5yArEfpcJrUHaOVW0s7JEJ4FH35ij/+ysbByGwsW75Mkp8f8ZKlzMxMjBgxAm3btkVgYCC6detW+agJqUZ+fn6YM2cODAwM4O3tLdUPlMzMTIzQ04OiQkv4ndiPrl06SS0WQqpScUkJVmzZA/dzfjh69ChsbGykHRIATqI003QGroSEwNV+FvUmkXol8OY/sHU6BwNDQ3j7nJf655ve8B/RWqYIp8x643uFZlKLhRBxhNx/i1/8HsLQaAK8z18Q5+dHdLJUUFAAbW1tfP/99/D390erVjTGm9QNd+7cgaGhIWbMmAFnZ2epxFBQUADtIUPQuV1rXDjuhFYtvpNKHIRUp33HTmOr01GEhIRg9OjR0g4HS5Ysho/XWVzYNhcDeitJOxxCqlx8Zhamb3GHqdlsODu7SCWGgoICDBk8CB2QD/eZvdGymfR7uQgRR+LzD7DwzMBMCys4uxwRVVx4slRcXAx9fX3k5uYiOjoaCgoKVRttHVRQUICQkBB4enoiICAAkyZNgrm5OQwNDUXen4SEBAwYMEDkDtTMXjGCysnICF4BRljdouqtTBGhghwAACAASURBVNskvRYApKen48yZM3BwcADAmVswefJkkatsiXsfASA8PBwGBgY4ePAgFi5cKFEbKqu4uBj648cj50UWrvsch0Ir2i+q4N17hEbchLf/FQRdj8KEMXqYMHY4Jo0bgfZthS8Dm3g/HdpG5ih6FMd1XK6Hlsjrlj2n4N17+AZdQ9Cf0WwMMycbQH+krtDvUdD1KJjYrOS5flk+AVfZts2fbYL5s02g0VdFaGzi1FueJG0Qdn/KX5Pf90ecewMAa387gP95X8bt2FioqAhvc3U6evQolv1iB98dNhiuQXNqCz8U4VpcKs5H3MWVv1NgMFQNhkPVYTRMHe1bc39PWxutElhPfvBeodf55+Fz/LR0n8ByvpHxbAxzjXQw10gH/Xp2ERm/oHqFxcov5sIPRfCLTkDI38nsfZgxchDGaalCvoXouTWSnC/uPZe0DeVFJ2bCZJMbDh46LJXPt/Fjx+BlRgL8rPqglRwlSgDw8E0RLiTk4mBkFgDgd+Oe0FdVRLsW3EOA3xWVICwjD35Jr3EtLQ/j+rTBuD5teMp+vyVG5DWzt+kIrXdq/3YYrdyG53v0rqgEl5M55cQt++vlhwCAZSOUMF2zPXq2Ff2zk/LyA8YdSeSKUxKizvdPes22d86QjrDU6gi1TqJXFb75qACzPdJw8PAfon5+hCdLhw4dgoODA/7++2/06NFD5IXru5ycHNjY2CAgIIDnvUmTJsHNzU3gg35OTg67Qaawh3wmERBU7unTp/jhhx8Eni+oblH1VqZtkl6rfJny1zpz5ozA5Ezc+1jWqVOnsHDhQqSkpNTo/+NDhw7BYfs2RPudRPeuoh8K6ruCd+8xd8VmBF2P4nlvwhg9HN29UWDClPvmLbpqjQfA+4AvKlmaMEYPvm772Nd2G3fh+FlfkeXKYhI1ftdnmNis5Nu204d+g+mk8RWulx9x2/Ds+Uso/zhRYD1lr5n75i0WrnGo0PcHAEpKvmLmotUo+FSCyKgooX/UqS6PHj2CWt++2L9kKszGik6i67vCD0VYsNcTV/5O4XnPYKgaDi8zZR/es3Lz0c/KQWBdwh7ac/PfQ9l8q8Bys7a5843hxBoLmIzg/RwQp15RiYbBUDWc2/Jt49KVf/jCPZj3wbN8OUHEPV+Sey5pG/jx+jMOK5z9kHL/fg1/vh3E9o3rEDivL7q1oaF3wLeH+vLG9WmDw9OU2QTkXVEJ7C5m4FpaHt+yeyf3YhMmUcnSuD5tcNKcs//d6w9fsMr/gVj1AsDawIc4E/tKaJ0Ma89UvvVeW6QhNDF5/eELNH/nfM5UJFkSdb6guFymK2Nyf9HbGJyPz8XaoCdISU0T9vOztLGgd3Jzc7FlyxYcP36cEqX/+Pv7IyAgAF5eXpg1axZ7/Ny5czAzM4O/vz/mz5/P99wtW7aIrP/WrVvQ0RHvP9PevXthb28vVllx6q1M2yS9VkFBAQYMGIBJkybhjz/+QLdu3VBQUAA3NzesWrUKISEhXDGUJc59LM/KygpBQUGwt7fHxYsXJT6/InJzc7Fl82a47FpPidJ/QiNuIuh6FFx2bYDJhHFQaNUSBe/e48CxM9j1xwmcvRiM5fMt+J67fb+rwHoFJRlMIuK4YTnXseNnfbFu6TzMNZuKrl064dnzl/jd5X84ftYXGY+eQrkH95zM2/eSoDftZ6Ft8wm4iqDrUXBcvxw/z5rC9sL4BFyF5S/roTNYg2eumjj1CmqXpG1wXL9c4L1lBFyLRND1KJ7kjmlDwLVIzJ01VeD5jRrJ4tjuzeg/xgReXl4wNzeXuG2VZb9iOQyGqlGi9J9rcam48ncKDv4yA1OHa0K+hRwKPxTh8MUI7PH6E95hd7B02giucxxsJvEcE2WXR6jA93wj43Hl7xQ42EyCpf5QthfGNzIe83Z7YKhadyi1578ggLB6BSVvTE+Ug80krmPuwTFYbTYWVgbDoNS+NbJy87HP+zrcg2OQmZ2L3t+3F3gtSc6X5J5L0gZBzMZqITQuDfYrluPiJX+R5atCbm4uNm/ciD1GXSlR+s+7ohKMO5KIcX3aYOeEHvheoRneFZXA8+4rbA99grCMPPbhPSyD05Pzu3FPGKu3Qyu5RnhXVIIjN5/jYGQWfBNyYavLeW4QlGAwidlm/e7ssdDUt7iWlseTKPgnvcbiCxkITX2L2YM7suefiX2FZSOUMHtwB3yv0AzZBf/icHQ2zsS+wsM3RWyvkf9/vTa/G/dkz7/xqACmJ1NwOu4VHCf2FHhf9oY/q/hNFXE+E9dm/R9gPqgjm4wy7dXq1krkHLoZA9rj+oP3WLn8F/j583YWMAQufL9p0yYMHDgQ06dPF9WWBoNZarD8gzzzWtBShE5OTsjOzhZat5OTE3R0dODl5SW0XGZmJgBg4MCBYsUsbr0VbVtFrnX//n0AgLm5ObtYiIKCAjs53NPTU2D9ou6jIHv37kVoaCjCw8MrdL6kNm3cCE31PphmOKZGrlcXePtfAQDMnTWVTSYUWrXE8gVzAHCGcfFz4LgHnr/MlehauW/eQtvIHC67NnAlDnEJyQAA82kT2OSla5dOmD/bBABw759UnmvrTfsZpw/9JlbbyiZKANhVD69Fcf91UNx6+ZGkDQ8ecz5oBqj3EVnv4nU7AYCnF4x5zbwvjGIbBWxZuRDr1q7Bx48fRZavSuHh4QgNDYXDvAk1et3a7HzEXQCAlcG3JEW+hRzspo0EAGx0+/Zw8PD5awCARq/vJbrGHxcj8fxNgcgYyiZKADBOi/OX6+t30ipULz+5+e/x09J9OPjLDK7k50465+dg5ujBbGKm1L415hpxHkQTMoV/rkhyviT3XJI2COMwb0LNfr5tWI9+neQwQa1tjVyvLsh4zfl9N7V/O/YBvZVcI5gP4iQXfkmv2bLMv2cP/vaA30quERb9lyBtD30i9FqvP3zBuCOJ+N24J9cwOGaIXPkeFeY18z4A3Mt+DwCYrtmejfd7hWaw1OLEm/T8PU+8xurf6v2xB2f0D7+eKYbrzed4WfhZaFuEEXU+E1fZRAkARiu3AQBEZOaLdZ1NY7uI/Pnhmyw9efIEbm5u+O038T7IZWRk2CEXAQEBkJGRgbGxMdeQrnPnzrHlzp07x1NHWFgYFi1axJbZtGkTEhIS+F6vbFljY2OEhYVJFKewL2EmTRL+Vx5+74eFhWHVqlXYsWOH0HNXrVqFy5cvC+xRqShx661I2yp6rRs3bgAAdHW5l89WUFBAaWkpLl++zHOOuPdRkG7dusHW1hYbNmyo0PmSePLkCdxOnMCOVYvEKi/XQ4sdShZ0PQpyPbR4hnT5BFxly/kEXOWpI+JmLOw27mLLbHM6gsT76XyvV7asic1KRNyMlShOYV/C+Lrt49sLJGwuTMTNWKz97QC22Es2Ht/lpDcmjNHj6Ql5lv0SANChHfdwss4dOB8C99MfcB1f+9sB+LrtEziMjsF8r8q3hXldPgkTt15+JG2DuCaM0avU+4x5ZtNQ+rUER48erVAcFbV+7RpYGw4T2EtRVmujVewQqCt/p6C10SqeoWK+kfFsOd/IeJ46ohIysfIPX7bMzjNX8M/D53yvV7bsrG3uiErIFKtNTN3CvoQ5t2Uu394LceboiCMqIRMb3QKwcY6BwDLMPS1/TeZ1QmZWherl51jAXzAYqgYrg6Fcx7NyOcN0OrTmXqCqo6I8ACD16Uuh9UpyfmXvuaA2CKPUvjWsDYdhw7q1Yp9TUZzPN3esHSneqq7fb4lhh5JdS8vD91tieIZO+Se9Zsv5l0kqGDceFWBt4EO2zO9hz5Dy8gPf65Uta+2ZihuPxEu4mbqFfQkT+/QdAECrG/f/kVZyjZC9TYdrWNtJc1W+PUbizvty//slxvVpw/byMMb1aSP0vLLvZxdwkpD25eZSdWjF2WQ8LfcTT7xl42O+fy7Tlfle68ajAmwPfYJfR1dsL0lxzmdiKH/fmNdJL/j/Hynve4VmsBjcHuvX/iqwDN9kyc3NDWpqahg2bJhYF2Iwk/rL/jshIQGbNm2CmZkZW87MzIwrYQoICMCYMWO4PlwdHBwwYMAAnkRo06ZNXGWZczdt2iRRrBXBDEMrn+wxr8sPU0tPT8eYMWPg5eUFTU1NoXWXlpaKlZDcu3cPANC2bVscP36cTfKOHz+OggLeXwri1itp2yrThsjISACcBObcuXMwNjaGjIwMnJyckJOTw1NekvsozIIFCxATE4OkpKQK1yEONzc39FXuCe2Bkm3UyUz0L/vvxPvp2OZ0BJa/rGfLWf6ynithCroeBYPZi7jmsOz64wS0jcx5EqFtTke4yjLnbnMSuRpMtcl49BQAeHpZMh49hcHsRTh96DeRiySUFXEzFrv+OAG7uWY87+364wQA3qSGmYvDvM8oehQnVpLAlCl4957rOPO6/PwicevlR5I2xCdz/mqv2EYB7uf82KTW/ZwfT6xzzaYAAE8yzrxm3helUSNZWJsa45ir4KGTVS0pKQm3bsfiZ0PJPrOu/J2CWdvcuf79z8Pn2HnmCubt9mDLzdvtwZUwXfk7BcbrjnLNYdnj9Sd+WrqPJxHaeeYKV1nm3J1nrkjczqqSmc3pqT2x5tvQzMQHnN4RxVbf4dSVv9lk7NSVv1H4oYhvHcbrjuLEGguhCzUYDFUDAJ46mNfl5wGJW295UQmZ2OP1JxZP4f252uP1JwDehIWZO8S8L0hlzwf43/PyhLVBFGuDoYj5+3aNfL6pdGqFQUqSrYx8LS0P1p6pXP9OefkBv4c9w+ILGWy5xRcyuBKma2l5MD2ZwtWDcTAyC+OOJPIkQr+HPeMqy5z7e1jlhoKJI+ZxIQDOg7d/0mtYe6bi+y0xcL35HK8/fBGrjodvOD8TghIQgJNEHIzMwnydzjzvMclT+YTTv0xPFoNZgKJ8osHMaWLeL8/15nM2ERU0L+jhmyKYnkyBy3RlsRZaqOj5TPL3rqiE6zjzWlivV3kWgzvg1u04gT8/fJMlf39/TJki3gdjWbdv30Z+fj5KS0tx/fp1AGAn8Zc/XjZ5YhKsJ0+eoLS0FKWlpYiJ4fwCPX/+PFsuLCwMDg4O2LhxI1tffn4+Nm7cCAcHB4E9UQymbmFfwkyaNAnXr1+Hp6cnV2+Up6cnrl+/zpUoFBQUYNWqVdi4cWOV9xYBnPtadmjcggULMGfOHL4JkzgkaVtlMT2OTBLNvF61ahVsbGy42lCV91FVVRWqqqq4dOlSpeoRxf/SJRiPk2zMPwDExSfjVWIEih7F4cpZTvLCTP4vf7xs8sQkWBk3AlH0KA5Fj+IQdfF/AADf4G8f4kwSsW7pPLa+V4kRWLd0Hnb9cUJgTxSDqVvYV0V4XgzChDF6XBv1Frx7j7U7D2Dd0nkS974cdvfChDF6GKk7pELxVMTMyZy/gIdG3GSPMfOxagNtI3OuYXSL1+3E3BWbuRKmCWP0cOXsEXj7X+HqLfT2v4IrZ49IlNxN1h+FtPR0pKamii5cBS5dugSVHzpDWUm8YUuMO+lP8fS8A/KD9+LyLk7v5U9LOQtklD9eNnliEqx/Tm1EfvBe5AfvxbV9dpxYor99DjEPv6vNxrL1PT3vgNVmY7HH60+BPVEMpm5hXxXhHXYHBkPV2KFwZf20dB+WHfr2ubvs0Hks2OvJlewUfijCRrcArDYbK3SBBgCYMXIQAM5cnrLnH74YwVNWknrLc7kUBYOhatDTrJ0rIAq754zKtEGlaweo/NC52j/fLvlegL6y5FvI3Mt+j9R12sjepgMfa04CzSyGUP542eSJSbBurxyE7G06yN6mg4D5nH3TApLfsOWYJGLZCCW2vtR12lg2QgkHI7ME9kQxmLqFfQnD9HIwyR/zenvoE6zyf8DzQM/PhYRcjOvThh1Gxs/xmBcY16cNOwyurHF92sDHWg1+ZXrqvt8SA7+k1/CxVhPZ8ySOfp1bYLP+DxjXpw1PYgtwEpXtoY+xbISSWAsslCfJ+VPLzAEre/6Rm8J/r/LTu11zKHeSF/jzw5Ms5eXlISkpCcOHD5f4YnZ2duwqZmX32li1ahXf4wzmQfz8+fMICwtDQUEBhg0bhtLSUhw58u0v3sx4wrL1KSgoYNUqzlCEP/8U/dedyrp37x7PinEBAQF48IB76MvevXsREBAAOzu7Kr0+09aYmBiuJM/LywsBAQEICQmpcN3itq0qvXr1Smgbqvo+/vjjj4iOjq6SuvjJy8tD0j//4Edt8eaUlbXYeibbW1D2QX/5gjl8jzOYh1jfoD8RcTMWBe/eQ3tgfxQ9isNhh3VsuciYOJ76ys4ZCvvrtsQxV9Y2pyPY9ccJbLFfyNVTcuDYGQRdj8Ji65kS1Xf7XhKCrkeJ3QtSVfRH6mLCGD1Y/rKeTTI6aoys0Rj4YeaBRV38H1dSe/rQbwi6HsWV3AGcnqjyq+EFXY/Cw6f8/8ooSL8+vaEg3wpRUbwr61WH6KhIDFWVfLjHgkk/sb0FZR9Q7aaN5HucwfSWXIpOQFRCJgo/FGGI6g/ID96LfUtNvsWVmMlTX9n5KxHxGahpO89cwR6vP7FxjgFXTwkzl+baPjuuZOzEGgtc+TuFK9k5fDECV/5OwYJJP4m83jgtVRgMVcO83R5sb1W3GRv5lpWk3rJiU5/gyt8psDaQrGexpgi652VVRRuGqnZFdFRkhc8XJS8vD//cT8XQH+QlPnfu0E5sL0bZB/1Ful34HmcwD/iByW9w41EB3hWVYJBSK2Rv0+FaWODGo0Ke+srOA4p+WLE/JFdEwq9abILlMl0Z19LyuB7o+fk97BkORmbh19FdBQ7Hu5v1DtfS8niG35X1z4sPPKvDXUvLw+O3vL3DFfFjDwXY6nbBSXNV/G7cE4svZHD18B25+RzX0vIwd6h4wzTLk+T80cpt2KSNSQxVd1X8OUarixyiIiP4vsezGl5KCmd8sbq6usQXErS0tKg9enbs2IGAgP+3d+5xNaXt//80PDSTVMgpQiRyKOOYGeXpMJLZMRKqyRjkG1+nHw0ij6FoEJPDl6ZozKTDIIZNosNUhibnQlQUUSTURiMM/f5Yz73aa++1j+3dgfv9eu0Xa617rXVda+/VXte+rutzC9lAQCAQYNGiRVKBFZmPx9CQvybdz89PrkKcMlK28rJLcXFx8PPzk6kYp6+vj6lTpyIuLg5BQUHIzMxUWm5bWWTZN3XqVHh4eCAmJkatDIyyvmkS8aAXAMaOHQsArA/auI6WlpZITNRe+Qu5fyzNZavDyEKWLLOi+W1WL/HF8ZQM9sF4nIMt5s/wkAqsSHmWrIf45etD5SqmqTqfkSJIoHQuIYZTZrdfeArBO/Yg49DPCudekiQq/hgA4PNhn6q0X10x0G+FsA0BECalY67/OnZ+osmCL6RK++oTWe/HZMEXmLZgBX47kshm7vYLT2H5+lCZanit9PRUyvL16dWDFXPRNtevXYO9q+oPmZLzDBEU9ZcEeDsjMSuXDTCch1ti7gRbqcCKlGfJCg4CdgvlKs/VdR4eSchD+587FkuVuMk6jpudNWZu2IcDaZfgZmeN+PQr2BSbjKQt82VeP3Fa6+li+8LJSPjrOhZuO8DOT+RmZ80pX1P1uOLEJjOf85H9Vf+7q23kXXNxNOFDH9MOSD2mXA+qOpDvN4v2H6u8r+Q8QwRFfTpL7bsiKa+CFT1wsjCCj00nqcCKlI3Jelhee/IuqzDHh6rzGclCPFgDasUGDl99LDNTQgIlRTLc+68wpZwjZASrR64+xtqTd2Wq4bVq0UytbI8sXPu1w9KjhYjIfIDPehjgyNXH2Jp+H0Kf/jLfb3mour++bjOEjO+JkzefYunRQnaeqPED2sksI5RHb+NPkJ59jXebVLD05AmT1mzTRrWHlLpgZWWFmpoaZGdnIzk5GX5+fuykqIGBgXXqU9EkpHSQTzFOPFAh42RJaJOgTdl5glSBb54kZVDWN01AyiYlg2iyTHzQxnVs164d+xnXBuTYRob1N4HzwL69UV10ATk38pH65zksXx/KTii6eomvSv0+9UH5k6fYufc35NwowNXUQ1Iy16TEUJasNgnaJAOB8idPWUltWQEmKTkUPX/BGUPK0fznzVTPKTDB7oypX3FEJe6VMo3fP6xYJGs3ldGkD+JZJHLd+dTwJAMrZWjXxlCr95o4TysqYdT6k3o5FwD0N+uMyoQQXCssRdqVAgTsFrKTjwZ4O6vUa1MflFe+QLjwT1wtLMWFiGVKq6yJQ4QaSDmi0+LtvONIgCcefBkbtsI3zsM5ogX3yxmlKiKPrc5xAcY3IustK8glZY/Pqqo5Y0hp4Xcejrz71WV/Va65Mj4oQ9vWenjyVH4Goy6Q+9nwY5mzzmgcy456KFljg9yHVThdyDT9kwlUl9p3VasnRhuQcj9ZYgN8cwE9rnqDyKyHjG8LBsmd4PVx1RtW6ltWgEnKF/nU8OYeLOAEbMTe59VvOccj5YIL7booclnKN3J+QQR/wEECUllBpzr7t9P7F7wGd+Bk20pErwAA/xkje05SPtp80hxPK/gV9KQ+8S9eMF+4urqaUctRBSsrK1hZWcHd3R23bt2Cg4MDhEIh+zDs6+uLsLAwVFZWKsxW8aGN4EQcdQMVVSAqg5LXgPT5aGsWb036RrKWxcXFrHQ4oH0fAKB58+aortZMOpoP9v5p2UJr55DFwL69MbBvb7iNc8TtO/fg7DUHx1My2KDCx8sNEdHxKMtJU5it4kPdniRxGMGKMAzsa65wklNVKSpmGtSHWMvOivft3RMA8OjxU841uHufqXHuaqJe6QBRL5S8tkS6u3NHzWWYVfFBll0ksCJy48rAN1mtPPT1PsHbt4rr9DVB9atXaPaRzJkwtEZ/s87ob9YZE0ZZobD0MVz9w5CYlcs+0M9wsUFkQiaKDwSp9RCsbk+SONcKSxEUlYgBZp05E6JKQtQAJW0lAQGRyVYVWcclUuWd2tbth6U7D5kH+MG9TWWO6WPK3BOPKp9zbCguewoA6GIsv5dD1f2Vveaq+KAMzZo1Q/WrV3U6hjzI91vL5vV/r1l21INlRz182a8t7jxlBACS8irYB2fvoR0Qdb4MN/2HKa0qJ446E6aKY2HMZNtKRK84c/uQ4MN7KLd0johbWHbUk5oslo/iCuY+HGSi+nc3QTxgI/aWV73hXK97lcx5TAxqn2GIeqHktSXCFZK+1Rey7CIlhx31VXsOa/aRDqpf8UuV1/8nngciA/7XX38BYFTSevWSrhN3d3cHwPSxiKumpaamsmpq2iQkJIQ9n7gIAVGMI9sViUcoIyYhCzLRo2RvElkm10hVlPVNExDJcEkFP+KDi4sLAO1ex/cJIgN+7jKj4tK1c0f07C7dv+Hmwvz6GRoehfInT9n1aWfPQ7fHEIRG7JPaR5PcK32IYS6eGNjXHKuXzJEZKCkSj5AlJnEtj+kP6W3WXaYNfXox22IOHWezPvdKH+JwAiM8M8RK9fJjoFbgIf54EruuoKiYFdiwGTxQrePyoYoPfMIT4svkMwHUZr9I3xuBqOFpMjvW1CEy4OdvMqVBXYwNYdZZurxlwiimKmL7oTSUV9Ze04zsWzB08cOOQ9rrLwGY7M3n87ZggFlnrPR2lvvQzifEIL5MfFEkNCG5TI57WEz44lZJOSuEMdyyu1rHJeTeYe6BXnLEPSy6Mj9W/JZ6kc1o3S+vxJEzjMDA4N7y+91U2V+Va66KDx8qRAb80n1GmtvEoCW6t5H+4UHQj5nzaZeE+tyZIhGrSqdNiGR49MVHHDEH0qvkYC4u2/0KTrtyYNlRD0vtuypVcnajjJnHqWc72SWQJJNCersIRIRBPNNi/t9g6WB2OZuJKRG9wrFc5tlAPCgjQgpHr9eKOTyvfov4bKYskFx7RcIYioQyVN2fz67CJ9Ws8IekjHtdqL9cqhy++eYbhIWF8ZZbhYeHs/+3t7dnS7hI/xJBIBDA29tbq3Z6e3sjPT0dDg7SE43Wx/kBpq9HIBDAw8ODoygIMOVtfAIayqCqb3UpJTQ1NUVsbCw8PDyk3kdfX1+NKu99CHi7fYmI6HjesrWdwbXzSo0eOZQt4ZLsoxnnYAuviS5atZNMzMp3fkJdsldkLiPD1rIfTgb27Y1xDra8Nvh4ualdskgEHub6r5OavPXXbevZyWPVQbLsUBUfxIUnxBUUAaZcT7yvzWuiC05nXYKzl/T8YPXx+WhKeDgOQWRCJm/J2NYFtT9Y2Vr1Yku4JOWlnYdbYor9YK3aSSZ85Ts/gQQg4kIM4sp/AFNmpq7KHDnuwm0HOCp7ACOjrcy8WPIg8zQZ6Ml+iOxv1hnOwy15r8MMFxupsknJkj9V9lflmqviw4fKZGtjRJ0v4y3N2uha29/1WQ8DtrRMsl/FycIIblbaDURNDFpi5yRzzD1YIHV+76EdOEp0ZLJUPlsJkkEFmTOotZysmZuVMTLvPMPkvblS2ySvgWVHPThZGPHa4D20A6e8cfyAdjh89TGWHi3kTGwLMOV6fMIcyqKoNE8eROCBz66dk8w5Gb660iiCpREjRuDKlSs4ePAg+/AcEBCAYcOGST04BwYGol+/fkhPT2fnWgoPD8f48eM1LqYgSfv27REVFYUTJ04gJiaG7avy9PTE2LFj1SoNVBUDAwMpG3x9feHu7q52oATUv29Tp05F9+7d8csvvyAsLIw9lzZk1t93hg0agHMJMTickMI+PPvPm4kh1v2k5J5XL5mDvr174nTWRXbun53BKyFwstNoSRwfkkGEpiH+KPKDCDEcTz7N9naNcxwFt3FOap9bUuABYN6Dr1wctNIzpqwPBvqtEPnjWpxMO4vfjiTieEoGfLzc4ObiKCUAYty2jdRYIlQxZvRItUo331eG9umGP3csxpEzOewD8Xcejhjc25RVyiOs9HZGH9OOOHP1Njun0NYF7nAZ0U9lIQNVkQxO5NFaTxfhdYWZ4gAAIABJREFUfp5IunATB9IuITErFzNcbDBhlFWd5LglBR4A5lqN/2ygRnq7yDVVdC2JDSeyrrP9ZWOH98NXo5TriVZ2f1Wuuao+fIh82kUfSXMG4ljuU/ahfqFdFwwyaSUlhb3UvissjD9G5t1n7Bw7G13NMKZPG7UEB1Rl/IB26GrUEvuvlCPqfBlHcIBjp8SDvTIQf+T50U7vX9g+0RypBRU4fPUx29v11YB2sDc3kipPJOIISXkV7FgnCyO49pPOku/17IMjVx+zx/Ue2gGCfm3rFCjVFUmBB4D5bHxp2UbjvWw6NRKpgZiYGHh5edHyJsp7ibY/3+T4mujvoVCaMtMXBeAjvTaIjo7W+rl0dHQQsdQL7qNVl+ynUN4XDqRdhs/GaK1/v9W1v4dCaYwcznmMefEFfPfPvEbRs0ShUCgUCoVCoVAojQ0aLFEoFAqFQqFQKBQKDzRYolAoFAqFQqFQKBQeaLBEoVAoFAqFQqFQKDzQYIlCoVAoFAqFQqFQeKDBkhbR0dFh5yNqaohEIsTFxcHV1RU6OjpwdXVFREQEZzJg8bERERGsv6tWrUJ+fn4DWE35UNHtMYSdj6gpUlBUjDWbd7F+RMYd5kwcTKE0Ngxd/Nj5iJo61wpL3xtfKE0bk9WZ7NxDTQ1iO9+rqUODJYoUIpEI3t7e8PDwgFAoBAAIhULMnj0bs2bNkgqYvL29MXv2bHY5KCgIFhYWyM7OBoVCkU/OjXwMsJ/ImWB2rv86+C4Lguj5iwa0jEJ5/ymvfIHP521paDMolCZNiehVQ5ugVWiwRJHixIkTEAqFCA8PR2VlJWpqalBZWYmAgAAIhUJERUWxY+Pi4tixNTU1qKmpQUpKCgCwkwZTKBR+RM9fYJiLJ8Y52KLgzDFUF11AWU4aflixCMdTMnAy7WxDm0ihvNcE7zvZ0CZQKO8N/xnTDSVrbKReTR0aLFGkiImJAQD4+PjAwICZndnAwAB+fkyZAvlXfOzkyZPZdfb29gBosEShKCLvVhEAYMp4Z3Tt3BEAYKDfCt9OnQAA+O1IYoPZRqG87+w4lI7SJ6KGNoNCafLceVoNAOjfSa+BLdEOTSJYSk1NxZw5czg9MXwlXtnZ2di8eTM7ztXVFXFxcZwx4n1EQqGQHUfKzQAmW0LGydtfcpxIpNwfXXF/XF1dkZqaWie/JSHj5b3kcfToUd4ZwEngxDdWfBu5lrGxsQptpTQu0s6ex/yAYLZ3Zs3mXci5Id1/lnMjH6ER+9hxbrMWY7/wFGeMeB/R8ZQMdtzxlAx2zH7hKXacvP0lxylbnibuj9usxUg7e75OfktCxst7yePsBeZ+thk8kLPeQL8VqosuIH43LQ9638nIvoXFO+LZHqB1UYm4VlgqNe5aYSl2HEpnx01dE4n49CucMeJ9RIlZuey4xKxcdkx8+hV2nLz9Jcc9q6pW2Z+payKRkX2rTn5LQsbLeylrZ8BuIQK8nZUaT2lanCkSYfmxQrZnZmPqPeQ+rJIal/uwCj+dLWXHTY+5iSNXH3PGiPfdJOVVsOOS8irYMUeuPmbHydtfctzz6rcq+zM95ibOFPE/byrrtyTy+o3el76jutDogyWhUAgHBwdOliIoKAjW1tacIEMoFMLa2pqT9RAKhfDw8JAKeMg2V1dXzv+zs7OxatUqeHh4sOPk7S85ztvbW6E/q1at4vhD/Fu1apVaftcnRLRBVhBEAlVXV1fExsZi6tSp9WkepY4cT8mAs9ccRETHs+uCd+zBMBdPTpBxPCUDw1w8sXx9KGfdtAUrpAIess1t1mLO/3Nu5GPN5l2YtmAFO07e/pLjZvy//yj0Z83mXRx/iH9rNu9Sy29tcDrrEgCga+eO2C88BbdZi6HbYwhCI/ZRgYcPgMSsXLj6hyEyofZBZFNsMj6ft4UTZCRm5eLzeVsQsFvIWTdzwz6pgIdsm7omkvP/a4WlWBeViJkb9rHj5O0vOW52SIxCf9ZFJXL8If6ti+JmSJX1W1vcKimHq38Y9iz7Gv3NOmv9fJT6JSmvApP35iLqfBm7bmv6fTjtyuEEGUl5FXDalYO1J+9y1s09WCAV8JBt02Nucv6f+7AKG1PvYe7BAnacvP0lx80/VCA1TpKNqfc4/hD/NqbeU8tvbXDtAROQGX3cHNEXy9gAK/pimdIBYWOm0QdLJKC5e/cu2xOTmcn8gT1w4IDUuMzMTHbc3bvMDSAe1BDOnTvH9uOQHhtra2sAkFrPt39ERARr0927d9l+HnmBTGpqKoKCghAQECDVCxQUFMTJGinrNx9kvLyXOkRFRUEgEGDs2LG82wcNGoSQkBAIBAKZQSal8UICGtI7U110ARmHfgYAxCckS43LOPQzO67gzDEA4AQ1hAtXrqMsJw3VRReQGM0EKsNcPAFAaj3f/pGxv7M2FZw5Bv95M3E8JUNuIJN29jyCd+yB/7yZ7DnKctLgP28mgnfs4WSNlPWbDzJe3kseJMtGAkeyvHx9KBV4+AAgAc21XwJQmRCCyoQQJG2ZDwD4/XS21LikLfPZcdd+CQAATlBDuJhfjOIDQahMCMHRYF8AYEUMJNfz7b838S/Wpmu/BOA7D0ckZuXKDWQysm9hU2wyvvNwZM9RfCAI33k4YlNsMidrpKzffJDx8l7yeFZVjYDdQnzn4Qg3O2u5YylNExLQnFv8KdszI/TpDwAQXn8iNU7o058dd27xpwDACWoIl0te4Kb/MJSsscH+6ZYAAKddOQAgtZ5v/+iLZaxN5xZ/ioV2XZCUVyE3kDlTJMLW9PtYaNeFPcdN/2FYaNcFW9Pvc7JGyvrNB1+fkTp9R067crD0aCG7vPRoIeYfKmjyAVOjD5YEAgEAJkBITU2FSCTCiBEjUFNTg127an8hJkGAmZkZsrOzIRQKERERIfO48+fPZ0vHSI8NwPTj8K2XJCQkBKampgAAU1NT+Pj4sHbK4o8//pA6h3gvUHJy7YOZsn7XF6tWrUJQUBACAwN5y/EA5notWbIER48eRXh4ODw8PBosC0ZRnXEOtgCA+OPJSDt7nhEfGDQA1UUXsD3Inx1HgoAepibIuZGP4ykZiIw9LPO4c6dPgYF+KwDA6JFD2fWLZnvzrpfkh5WL2H6erp07YobHV4ydcgKZ9MwLUucw0G+FRbOZ7G/qn+dU9lvb3Ltwir22v25bTwUePgCchzMPVr+fzkZG9i08q6rG0D7dUJkQgi3z3NhxJAjo3rEtrhWWIjErF78k/iXzuLMFn6O1ni4AwNaqF7t+/sTRvOslCZolQBdjQwBAF2NDfOM8grVTFqdzbkmdo7WeLuZPHA0ASLtS+/CorN/aYPuhNCRm5WK24HOtnofScDhZGAEAjl1/gjNFIjyvfotPu+ijZI0NfvjSjB1HggBTI13kPqxCUl4Foi9KT49CmDG8I/R1mwEAPutR+xw0Z2Rn3vWS/GdMd5gYtAQAmBi0hNfg9gDkBzJnip5JnUNftxnmjGQyoqcLawMtZf3WBiQ7Jx54lqyxwc5J5kjKq0BqQYWCIzRumje0AYoIDAyEUChkAwqBQIBFixbxBjLkgV4Z2rdvz7teViAgSe/evTnLJHAKCwuTGcwQ2wwNDXm3+/n5YcmSJQBU81sSZeZ2UiW7RK7rlStXYGVlpdQ+kydPxuzZsxEaGqqUzZSGZ/USXxxPyWDL68Y52GL+DA/eQGbN5l0cqWt5GLdtw7ueBDGKMO9hylkmgVNEdLzMYIbY1mHgaN7ty9eHYpHP1wBU81sSZeZ2UpRdArhBHQCMGT0SACPwMFnwhcL9KU2TAG9nJGblsuV1zsMtMXeCLW8gsy4qEZti5Wc6CcaG/PcWCWIU0cvEmLNMAqfIhEyZwQyxzdQ9gHd7wG4h5k20Y/6vgt+SKNOTJCu7FJ9+BZtik5G0Zb7Ma0Rp+iy174qkvAr2Ad7Jwgg+Np14A5mNqfewNf2+Usdtp/cv3vUkiFGEWVvu/UcCp6jzZTKDGWJbn+BzvNvXnryL//lv4KSK35Io05MkL7ska9v4Ae0w92ABDl99jPED2ik8R2Ol0QdLVlZWqKmpQXZ2NpKTk+Hn5wehUAiBQIDAwED24T0iIgJBQUHw9fWFu7s72rZti06dOqFDhw4N7IF6KOu3Nnn06BG2b9+O7Oxs5OXlSQWI8iBBp7hwBqVxM7Bvb1QXXUDOjXyk/nkOy9eH4nhKBsY52GL1El8M7Mu8/5FxhxG8Yw98vNzg5uKINkYG6NS+HboOaZoP9cr6rQ1IWaBk4EiWxcUwKO8f/c06M6VuhaVIu1KAgN1CJGblwnm4JQK8ndl+ml8Ss7ApNhkzXGwwYZQV2uh/gg5tWsPc8/uGdUBNlPVb05CSQ6fF23m3k0BMUSkfpXFj2VEPJWtskPuwCqcLRVh78i7Tn2RhhKX2XWHZkVFsi75Yhq3p9+E9tAME/drC6OPmaK/fAlYbFf/A1RhR1u+GQFwMoynS6IMlgpWVFaysrODu7o5bt27BwcEBQqGQzZCQSVHFszrKqtOpQ3FxMZtNAmrFDwIC+H9VAwBfX1+EhYWhsrJS6QyWIr/5ULcnSRwidmFlZYXdu3fLzMQRJUFJn8jEtb6+vnW2hVK/DOzbGwP79obbOEfcvnMPzl5zcDwlg82QzPVfBwCcrI42e2vulT5ks0kAUFBUDIAJNGTh4+WGiOh4lOWkKZ3BUuQ3H8pkjeTRt3dPANI+kuvp46XdkiRK46C/WWf0N+uMCaOsUFj6GK7+YUjMymUf2hduY8q7xbM6yqrTqcP98ko2mwQwgggA8J2Ho8x9ZrjYIDIhE8UHgpTOYCnymw8ayFCUxbKjHiw76uHLfm1x52k1Ju/NRVJeBZsFIb014lkdbfbWlIhesdkkACh8wtzDC+26yNzHe2gHRJ0vw03/YUpnsBT5zWtbHedCIuqAknaS6+k9tGkmLgiNvmeJSGf/9RdTn21qaopevWSn6knQIhKJEBKivT+qERERKC5mHtqKi4vZiVr//e9/y9zH3d0dANPvRIIJgBF+0NHRwebNm9l1qvqtSYqLi2FtbQ0rKysEBgbKDJQAwNOTadTfv38/u04kErHXg/hMafwQ6exzl68CYMrdenbvKnM8CVpEz18gNDxK5ri6Ehl7GPdKHwJggoqYQ8cBAHY2skvg3FyYh7rQ8CiOqlza2fOs2hxBVb81CZEMj4w9zAk4Sa+S878/qxc7KA0Dkc4+f5Mpm+libAizzrJLVUjQ8qyqGtsPpWnNrl8S/8L98koATOD0W+pFAMCogbK/gyaMYqodth9KQ3ll7Wc5I/sWDF38sONQOrtOVb81hSJBCGUEIiiNHyKdfen+cwBMuVv3NrIDeBK0PK9+i11nFcvXq0v0xUcoEb0CwAROB7OZ+/mzHq1l7iPo1xYAsOtsKR5XvWHXnykSwWR1Jn4Ss1dVvzXJV/8tsZPsTSLLxI+mSqPPLH3zzTcICwuDjY101BseHs7+PzY2Fh4eHrCwsOA9Tn5+vkplZMrQrVs3znJAQIDc/hx7e3tW+U6yt0ogEHCkx5X1WxucPMnMaM5nJ4Fkr6ZOnYqYmBjMnj2bze4RFF0PSuPC2+1LRETHw3bit1LbdgavZP//67b1mLZgBQbYT+Q9TkFRsVSfUV0x/+xLzrL/vJlye4pGjxzKlrhJ9laNc7CF10QXdllZv7VB184d2espaaePlxsrPkF5P/FwHILIhEzesrCtC2p/aNqz7GvM3LAPQ3w28B7nVkm5VJ9RXen/Dfdv/3cejnJ7imyterHKd5K9Vc7DLTHFfjC7rKzfFIo6TLY2RtT5Mggirklt2+ham0XaOckccw8WYNS2y7zHKXxSLdVnVFeGbbnEWV5o10VuT9FnPQxY5TvJ3ionCyO4WdXe98r6rQ3szY3gZGGEuQcLpJQAFfnYFGj0wdKIESNw5coVHDx4kH1wDwgIwLBhw1jFOIB5aH/+/Dn7wB4QEABvb2+8fPkS1tbWSE9P12iwFBgYCENDQ/j5+akkvhAYGIh+/fohPT2dnUMpPDwc48eP52RwlPVbG0gGPYo4evQo4uLiEBMTA6FQyPaN0UCpaTFs0ACcS4jB4YQU9sHdf95MDLHux3lonyz4Ai+qqthyPP95M+E5cRxeVldjmIsnTmdd1GiwtHrJHBi01sfy9aEqiS+sXjIHfXv3xOmsi+wcSjuDV0LgZMcRnVDWb20xWfAFunfphKj4Y4iIjsc4B1tMGe9MhR0+AIb26YY/dyzGkTM5bIDxnYcjBvc2ZRXjAMDNzhovXr5iy/G+83DEFPvBqH71Bp/P24IzVws1Giyt9HaGgd7HCNgtVEl8YaW3M/qYdsSZq7fZOZS2LnCHy4h+HEEFZf2mUNTh0y76SJozEMdyn7IBxkK7Lhhk0opVjAMY8YEXr9+y5XgL7bpgkpUxqt+8hdOuHGTeEWk0WFpq3xUGus2w9uRdlcQXltp3hYXxx8i8+4ydQ2mjqxnG9GnDEZ1Q1m9toK/bDNsnmiO1oAKHrz5GUl4F2wvW1AMlANCpkWhwiYmJgZeXl0b6Xt5HiNIcvT5NE21/vsnx69rLQqlVmqPXsmkyfVEAPtJrg+joaK2fS0dHBxFLveA+epDWz/U+QwUOmjYH0i7DZ2O01r/f6trf8qFBlObodWvcHM55jHnxBXz3z7xG37NEoVAoFAqFQqFQKA0BDZYoFAqFQqFQKBQKhQcaLFEoFAqFQqFQKBQKD41e4KGxQXuVKJT6gfYqUSj1C+1VolA0D+1VavrQzBKFQqFQKBQKhUKh8PBeZJaaskKdSCTCiRMnWNltgUAAT09PjB07FgYGBmqPBZi5paKioljpcT6Jcnl27d+/H0KhUKlziZOdnQ1ra2ve90NVHyjapymrzhHb+ZD0R/T8BU6mncVvRxJxPCWDlegeM3okDPRbyTgKcDwlA26zFit9fXJu5GOYi6fS47Vhl7zrQmiK73dT5H1RmEvMysXUNZEy/XhWVY2kCzdxIO0SErNy4TzcEmOH95OSDSdjD5/Oxoms6+xY99GfwmlIH7TW01V4XFljVbG3Pv0lnwE+mvrnorHQlBXnnle/5UhuO1kwcxZJSoOTsUevM+PI2K8GtIO9uRH0dZvJPEdSXgWmx9yUeX34bOA7LrnO8lD0Hsg7huS+ytqlbd6LYKmp8ujRI8yaNQtCoZBdJx6c7N69mw1sVBkL1AYs4syePRtCoRBRUVEKA5Ply5ez80BJnuvo0aNyfZI8rzr+UiiKuFf6UOmx5U+ewndZEI6nZLDrjqdksMFJ2IYAztxLhJwb+XCbtVil8wxz8Wx0dklCJ7ulqMK1wlJMXRMpc/uzqmrMDolBYlYuuy4xKxeJWbk4kXUd2xdO5gQQ3/98nJ2HSXys83BLxK2ewa4vr3yB+Vv38x7Xebil1HGVtbc+/b1fXqm2HZT3n+fVbzH/UAGS8irYdSQQSsqrQMj4npyAaV3yXXauJfGxThZG2OvZh/ccuQ+rMD3mpkwbHle9gd+R27w2OFkYSdkgD0XzOZWIXil1HE3bVVdosNSAHDlyBEKhELGxsZg6dSq7Pi4uDh4eHjhy5Ah8fHxUHisSiWBtbQ2BQIAdO3bA1NQUIpEIu3fvhp+fH06cOME5hiTZ2dkICwtDQEAAfHx8YGpqiuLiYgQHByMsLAz5+fkyJ/hdvXq1RvylUJTlhxWLsMjna7ljhEnpOJ6SgV+3redM9rpfeArTFqyAMCkdM6Z+xdnn3OWrsJ34rUq2rP3xJ5XGa8suWVkjkvX6YeUileykfLicv3kXTou3yx2TdOEmErNysXWBO74aZYXWerp4VlWN7YfSsCk2Gb+lXsS8iXYAmEAkMiET33k44hvnEehibIj75ZXY8lsKIhMycauknJ1gN+EvJvO0Z9nXcLOr/REuPv0KZm7Yh4S/ruMb5+Eq21uf/hKCZgmk1lEoqQXMw/9GVzO49msHfd1meF79FrvOlmJr+n3EZ5fjf0Z2BsAEPVHny7DQrgu8BreHiUFLlIheYfvpEkSdL0Phk2qpSXQv3X8OQcQ1uTacvPkUSXkV2DnJHOMHtGPXH7n6GHMPFuDkzafwGtwBgOysUe7DKjjtysF/xnRXyu//jOnG+qUJu7QN7VlqQGbPng0AUoELWSbbVR1748YNAICnpydMTU0BAAYGBpg1axYAZmI5eZw7dw4A4O3tze5vamoKX19fAMClS5d499u8eTNKSkpkHlcVHygURdy+cw8AYN3PQuHYuf7rAIATkIgvk+2E0Ih9sJ34LX7dtl5pe0Ij9qH0YbnS4+vLLgLJeu0MXgnzHqYq70/58NhxKB1Oi7djzzL5P0YcSGO+E75xHs6WxrXW08X8iaMBAAG7a6sJLuYz9+0U+8HoYmwIAOhibIgZLsxDWPat2u+QhdsOAAAnUBJfJttVtVcW2vC3sPQxAGBgTxO1bKK83xy+ynw+vAZ3YMvK9HWbYc5/A4m1J++yYy+XvAAATLIyholBSwCAiUFLTBvCBAxXS19wjv3T2VIIIq5h5yRzuTYsPVoIAJyARHyZbJfF46o3cNqVg42uZlLBmiR3nlYDAPp30pM7ThN2aZIGCZZ0dHQwZ84c3m1z5syBjo4ORCIRACbLsXnzZujo6EBHRweurq6Ii4tTeHzSx6TM+tTUVPa8rq6uSE1NVdoPRS95CAQCpberMvbMmTMAgJEjR3LGGBgYoKamRm4ZHQAUFxcDADp04EbsnTp1AgBcv35dap/U1FT4+fkhMDBQKRvV2U5h0O0xBPMDgnm3zQ8Ihm6PIRA9Z/5o5tzIR2jEPuj2GALdHkPgNmsx9gtPKTw+X8+LrPVpZ8+z53WbtRhpZ88r7Yeil6ZQVHYmuX35+lDE794iFcTIIu3seSxfH4rVS3wblV3i7Nz7G8Y52EplqihcDF38sHhHPO+2xTviYejih2dVzBf+tcJS7DiUDkMXPxi6+GHqmkjEp19ReHy+HhZZ6zOyb7HnnbomEhnZt5T2Q9FLEQG7hYhbPUMqWJEkbvUM3t4bvp6i++VMSU17Q33O+g5tWgMAbhbXltc6D7eUe17J7craKwtt+Evhx2R1JpYf43/YXX6sECarM/G8+i0AJmvx09lSmKzOhMnqTEyPuYkj/w0y5B2frzdG1vozRSL2vNNjbuJMkUhpPxS95LHXsw9vtoavH6dE9BoAYCxRetZevwUAIK/8JWf92pN3sdezj1SwIYmi0jlF2yOzHsLJwkjjWZ662qVJGiRYCgkJQVhYGB49esRZ/+jRI4SFhSEkJAQGBgYQCoWwtraGn1/tH3WhUAgPDw+FAZOyrFq1Cg4ODmx/jlAohIODA1atWqWR48uDlJxJ+kKWxUvSVBmbnp4OgMkGxcXFwdXVFTo6Oti8ebPUNeeDCEJI9jWRfiKynZCfnw8HBwfExsbCyspK5nFV8YEimx9WLEJEdDzKnzzlrC9/8hQR0fH4YcUiGOi3wvGUDAxz8cTy9aHsmOMpGZi2YIXCgElZ1mzeBWevOYiIjmeP7+w1B2s279LI8eVx5XoeAKCNkQEi4w6zAVZk3GE2WCTM8JgAAFJ+k2WynVBddEHpvp6ComI4e83Br9vWY2Bf/vJUWWjTLnHSzp5H8I49mD/DQ+V9PzSCZgkQmZCJ8kruZ6i88gUiEzIRNEuA1nq6SMzKxefztnCyCIlZuZi5YZ/CgElZ1kUlwtU/jO3vSczKhat/GNZFJWrk+IqoTAhRGLDI41YJk2kVz9Rsik0GIB1YkB4fsh0ApjuPAACp60mWyXZN2asNf3NuM5myNvqf4JfELDZQ/SUxiw26P0T+M6Ybos6X4XHVG876x1VvEHW+DP8Z0w36us2Y/pRdOZwMS1JeBeYeLFAYMCnLxtR7mLw3l+0FSsqrwOS9udiYek8jx1eHwifMZ0M8K7Q1/T4A6UCK9O2Q7YSSNTZKBRQkyJG8nkfEsl6yOFMkwtb0+/Cx6aTwPABw7UEVAMDo4+aIvljGBpTRF8vY4FgTdmmaBulZcnR0BMBkI8RLskhGh2QYXF1dAQCZmZkYMYL5o1hcXIxu3brBw8NDbt+NMqSmpiIoKAgBAQHw8/ODgYEBRCIRQkJCEBQUhEmTJsl9+K+r+p5AIEBKSgpCQ0Ph4eEhtd7e3l6tsURAYdWqVZzAxs/PD+np6UoJPCiLSCSCn58fAgICFL4fqvhAkY3958MAAH+cvcDJMPxxlulTGefIPEwTAYCMQz9j2KABABhRBPPPvsS0BSvUyk6IQx7A/efNxKLZ3jDQbwXR8xcIDY9C8I49+MrFQW7woCk1NklBhbn+63A8+TQif1zLqsmNc7BFYvQubI+MxbQFK9ixZP3okUPVOrfo+QssXxcK/3kz1bqe2rJLku2RsRjnYKux473PjLZmHk4ysm9xMgwko0MepokAQNKW+RjapxsAppm//zdBmLlhn9rZDfHzbYpNxncejpg/cbRUX8z4zwaiv5nsmv/GoLL2W+pFOA+3hNMQ/sZzRTgPt8TRYF/s/D0DMzfsk1pva9VLU6ZqBHn+fj5vC2d54bYDOJF1HeF+nh9kRmqUGfMMcqZQxMl8nClkMjpOFoywDREmEPr0x6ddmGxkiegVhm25hLkHCxRmTRRBHvYX2nXBnJGdpXqGvrRsA8uOskvGtKW+dzC7HE4WRrA31372xMnCCPunWyIi8wHmHiyQWv9ZD9nPixGZD+BkYSR3DO85d+VwlpceLURSXgW2TzRng8G62KVpGiSzZGVlBYFAINU7ExMTA19fX1Y8oKamBjU1NTAzM0N2djaEQiEiIiI0Zscff/wBAGygBDDZFJLJSk5Olrmvprh8+TJHHQ5ggp3bt2/XaSyhrKyMvY6xsbEQCoU4ceKEZowHkyUUCoWYP3++UuPV8YHCZWDf3hjnYIvfjnB/Xf7tSCJ8vNzYfpTqoguoLrqAHqYmyLmRj+MpGYhrl+oPAAAVlUlEQVSMPawxO9IzmWCHBEoAYKDfCotmewMAUv88p7Fz8UEyZhmHfmZ9rS66gF+3rcfxlAycTDvLGX/leh5HdQ5gMmGFxdxf41QhNDwKx1MyMHf6FLWPoQ27xDl3+SqOp2RIZako/PQ36wzn4ZZsXwrhQNolzHCxYcUHKhNCUJkQgu4d2+JaYSkSs3LxS+JfGrPjdA4TnJFACeD2xaRdKZC1a6NgXVQiNsUmI8DbuU7BQM7tEo7qHMBk2IoePKmriRpFlr8k85i0ZT77malMCMGeZV8jMSsXSRdkq5S9z1h21IOThRHbs0M4fPUxvId2YHtfStbYoGSNDUyNdJH7sApJeRWIvqi4QkZZzhQ9AwA2UAK4PUOnC5Urx9MkG1PvYWv6fSy171pv8tjXHlRxVOcAJsNGeoz4uHT/OZLyKlTK8JAModCnP/velqyxwc5J5kjKq0BqAdcGdezSBlKZpY8+qp/4adGiRXBwcGCV1fLz8yEUCpGSksIZJ5kd0STkuIaGhrzb/fz8sGTJEpn7K+pJAuRnn+Li4uDn5ydTHU5fX59dr8pYcfvFM0hjx44FwASldc3KkXMHBQUhMzNTKclvdXxoatTX/TN/hgecveagoKgY5j1MUVBUjOMpGUiM5pa/rdm8C8E79mjFBnLcDgNH825fvj5UrkpdXecCkrVtsuALTFuwAr8dSWSzPfuFp7B8fahM1blWenoqZ4b2C08heMceZBz6mVfeW9ljaNouSaLijwEAPh/2aZ2Ooypv375rsgpCcyfYwtU/jFVmu1VSjsSsXBwN5vakkQdkbUCOa+oewLs9YLdQrrqaMj1J2so+kevy547FcrNfiohPv4KA3UKZanitPm5Z5wyeJpDnr6xr7GZnjZkb9uFA2qVG4YMyaPr7zcemEybvzWVV3AqfVCMprwL7p3NLIUnwoA3IcfsE8/+4t/bkXbmqbZqYd0gc4mvSnIFyM1qa5MjVx1h78q5M1blWLZrxZvD2X2HKTkd0a630uWRdi/ED2mHuwQIcvvqYPZe6dmkDqU8+ebh+/vy5Vk88ePBgALX9NURhjawHgIiICAQFBcHX1xcpKSm4cuUKysrKpA/WRCGlaLLU4cQzb6qMDQhgvlwlS+3IsmRmRxKyPxHZIJBlsp3YZGNjwytqIbmsig/a4uXLl9DX11c8UE3Y+6fqb62dAwAGDegLADiddREAcPnaTc56AIiMO4zgHXvg4+WGxOhdOJcQg3sXNNOr1BQQz9aQEjdZqnOSWTplIMe0nfgtryiFMiIV2rBLHNLH5j9vptwJbrVB5bPn0NWtn/Ii/VZ6ePX6jeKBSmLdqwsA4MxVpgGdKLSR9QDwS2IWNsUmY4aLDY4G++LPHYtREPO9xmxoipRXvsC6qERcLSzFhYhlvIHSdx5MGb5kvw5ZJtsBsKV3stTwJLN/9Y0y/ipCMmtWF6pfvYF+K+09YJPvtxev3ioYqRwDOzF/kzLvMM8WRM2NrAeA6Itl2Jp+H95DO2D/dEskzRmI7KWaE/9pLDyueoONqfeQ+7AKpxcM4g2UFtoxf38ke3vIMtmuKqTETZbqnGT2j9hLZMw1mf0SzyKpY1ddqP7nHfT1PuHdJpVZ6tyZudlLS0thYaFYklddDAwMEB4ejtmzZ2P8+PHw8PBAeHg45wGfSEnv2lX7a7nkA7yy8Akb+Pr6IiwsDJWVlWr18NS1Z0kRioIaWWP79esHgOnvItLfQO21IxLgsiD7l5WVca7LnTt3AIBzTE2iir/qUlJSAhMT7Um4kvvnQVk59M26ae08BvqtsDN4Jeb6r4PAyQ7TFqzAzuCVnAdiIju9PcifXScpfKAskmISAODj5YaI6HiU5aSp9SBe154lt1mLcTwlQ+r8xEcfLzeljyVZBtdYqKtdRcXMQ/4Q636aMEclHjx6jGGjlGv6rSudO3XCgyfPNHa81nq62LrAHQu3HYDLiH6YuWEfti5w55RXEdnqLfNqP2fqNuxLikkAwAwXG0QmZKL4QJBaZWz13bN0rbAUQVGJGGDWWeZksQDQx7QjAOBR5XOOX8VlzN+YLsbK92hoMtBQFWX9nbomEolZuVLvI/msEMl0TVD6RASTzupn8hRBvt/Knr9Gq5Yf1/l4+rrNsNHVDEuPFmJMnzaYe7AAG13NOA/fRB76hy/N2HWSwYKySIpJAID30A6IOl+Gm/7D1Hro10TPUu7DKmxMvQfLjnpyJ1q1MGaueXnVG46t9yqZz5KJQYs628KHZBkcABRXMOccZKLad//0mJtIyquQut7kPfUeqnxJH59ddeHhs9fo3Jn/O0sqs9S3b1+0bNkS2dnZGjWCDzs7poSASFSPGTOGd1x+fj4AsOILiiACEX/99Re73/bt0pPMubu7A2D6bsSDqdTUVFY9TpsQX1JTUzlBIFGHE/dVlbFEMjwiIoIzlvQqubi4yLWrb18mOxEVFcXKiBcXF+PgwYMAgGHDGIEB0gsl+SJILqvig7bIycnBwIEDtXZ8cv/k3MjX2jkIo4YzWdiuQ5gshJMt/x/tgiLmPSTiC4ogamvnLl9l99u59zepcW4uzC/AoeFRnGAq7ex56PYYgtCIfVL7aJIp450BQKo3iSwT+wBGQZDYJh4wEtU5sl0VxPukxF+S2+WhDbvEuZbH9L30Nutep+OoyqvXr5F3u0iuQI4msbIehKtFDzR6zM8GMA9n5p7fAwAcBvP/eEgU0Ij4giKIQMT5m3fZ/cKFf0qNmzCKuXbbD6VxgqmM7FswdPHDjkPpyjlSD9wvr8Tn87ZggFlnrPR2lhk4AIBFV6Zk+7fUi7hfXsnuf+QM0/A9uHdXdmzQLOa7PCP7FicQJWp4ZHt9o4q/7qOZ8lfJ3iSyTN5nTXD9zkMMtNJeSV/fvn3RssW/kPtQc5UTNt2ZH2StNjJ/K0f34m+LIOpwRHxBEUQF7tL95+x+kVkPpcYJ+rUFAOw6W8oJps4UiWCyOhM/KXGuulAiegWnXTmw7KiHpfZdZQZKAGD+32DpYHY5SkSv2P2P5TLfv6oGLoT/jGF+2D1TJOIEokR1jmwX50YZ8xno2U61oPmr/2aFJHuTyDJ5P9S1qy7cePQSVtb85epSmaUWLVrAzs4OSUlJmDx5skYNkaR3795sdsfX11cqYxEbGwsPDw+ZGS7S7ySJp6cnhEIhbGxqHx75HsTt7e0REBCAoKAgqb4ogUAAb29vddxSGm9vb6Snp8PBwUFqm+T5VRlramrKXjtJv3x9faXmMyKlciSwIQIcfNfF19dX7QcgVXzQBm/fvsUff/yBDRs2aO0cLVq0gJ2tLVL+zMKkcU5aOw8AmPcwZbM7Pl5u6Nq5I2f7r9vWY9qCFRhgP5F3f9LvJMmU8c44npIB24nfsuv4HtpHjxwK/3kzEbxjj1Rf1DgHW3hNlB+U15Uxo0dinIMtpi1YwVGSAwD/eTM5ym9eE11wOusSnL2k53erD1sJpCyPBFHatouUZxq2rt8SvNNZl/DuXQ3vva4NnL74AkuXnMDbd+/QTEN9Fb1MjNnszgwXG3YCVcKeZV9j5oZ9GOLD//eE9DtJ4j76UyRm5cJpce0PeHwP/bZWvfCdhyM2xSZL9UU5D7fEFPvBUvs0FCkXGRl/PlsJJNNFBDT4xs5wseGUsk2xH4w/r96Gq3+Y1PHqeg1IT5c6GThV/HUa0gfOwy0xc8M+jqIfwJQcakrR7+27dzidcxsbv5mnkePx0aJFC9jajkJG4XUI+rdVvIMSmLXVZbM73kM7sJOtEnZOMsfcgwUYte0y7/6k30mSrwa0Q1JeBQQR19h1fA/Xn/UwwEK7Ltiafl+qL8rJwghuVtL3sCZJu8X8YMB3fgLJXhFRDL6x3kM7qN3j5GZljMw7zzB5r3SmVtY1uPpfCfDWCrJxpKeL+GBvbgQnCyPMPVjAUbgDmDJCcYU7dexSl7fvanD27gtsXMTfI8z7rTJ58mT8/vvvePXqlcYMkQXJ7nzzzTdS26ZOnYrw8HB2OSAgAHl5ebhyhflVifQ78e0XGxvLBgXh4eEyhRoCAwMRGxvLKU0LDw/H7t27lRItqAvt27dHVFQUx1aBQIDY2FhERUVxzq/KWIC5BpmZmaxfZKx4SaM8du/ejfDwcM65wsPD8cMPP9SLv9rg1KlTqKqqwoQJ2lUFmzxlCoSn0vHq9WutngeozZ54u30pbYfgC+wMXsku+8+biauph3AugekNI/1OfPv9um09m2HaGbxSplDD6iXM/ELiJW87g1cibEOA2qIHymKg3wqRP67l2Er6s1Yv4QYfxm3bSI0d52CLX7etR+SPa7Vuqyy0bReZ/6q+/dsvPAUnR0e0aVM/550wYQL+rn6NPy5rNqNLfvX3cJTukXCzs8bWBe7s8ncejrgQsQx/7mAk+0m/E99+e5Z9zWaYti5wlynUsNLbGXuWfc0p1dq6wF1u2VdDQEoSlWX7wsnYusCdvQbOwy2xdYE7vv92HGecsWErhPt5cq6X83BL7Fn2NcL9PBvsGqjib2s9XSkfSJ/bSm9njdmUeikff1e/1vr325SpnjiZ/wyv/3mnsWOSbMJka+mH3/ED2mGja20J3kK7Lji9YBCS5jAVIqTfiW+/nZPM2QzTRlczmUINS+27Yuckc04J2EZXM7klcZqClBkqS8j4ntjoasb65WRhhI2uZljpqH6WpZ3ev7B9ojnnejlZGGHnJHNsn2jOew3InFSqXh993WZS5yL9aEvtu3LGqmOXuqTfFuHv129l3j86NTyNN3///Te6d++ODRs24Ntvv+Xbj0JpcowbNw4dOnRAZGSkVs/z999/o3u3bli3dC6mubtq9VwUSmPj8dMKmH8mwIGDBzFu3DjFO2iIGd9OR8mNC9i/mn5nUT48Jq/5GSZ9hyDy571aPc/ff/+Nbl1NsMK2LaYM0u4PnBRKfTEt9hZMh49F5N5f+DbP480sffLJJ1i7di1WrVqFFy/UawinUBoTp06dQlpaGgIDA7V+rk8++QRrAwPx/Y8/4cXf2lXFo1AaG6s27cTIkTb1GigBQGDQOvyZcxupl7TfL0ihNCZSL+Xjz5zbCAxap/VzffLJJwhcF4xN6WWoeq0ZVTwKpSFJv12JzDvPELhuvcwxMou7fXx8YGxsXC8PlxSKNnn58iUWLlyI5cuXa1UJTxwfHx+0b98Bwdu0M8cRhdIYOZ99HdGHjiF067Z6P7eJiQmW+/tjeYQQ1RqUEadQGjPVr99geYQQy/396/f7zcQUoRnaFT+gULRN9Zt3WH2qFMv9V8i9f3jL8AinT5/G6NGjceDAAUycyN8kTqE0ZmpqauDt7Y3MzExcv3693uZ9AWrvn5j/+wETnO3r7bwUSkNQ8vARbCfOgPuUKfjxx9AGsaG6uhr9+vbBEDNj/LRkilITh1MoTZWamhr8z+bfcKGwHNdv3GyA7zc7/DS5N1z6NkzPJ4VSF2pqgAW/F+JyRQvk3syXd//Ma/b9999/L2trt27d0LJlSyxatAiOjo7o0kW9Ca8olIZizZo12LNnD5KTk+vtVzcCuX+WrFgD+8+GwaQjre+mvJ/8/bIaX81cBAOjdti3LxrNm0sJrdYLzZs3h72DA5auXo9//vkHnw/s2SB2UCj1wYaYJEQlXUByamoDfb+1wPKwwxjVozU6tdbOHD8UirbYknYfcVeeIOWPNEX3T4LcYAkAPv/8c9y8eROBgYGwsbHR2oSkFIomqampYaXP9+/fD1tb2waxg7l/bmD9lv/DiE8HSMl7UyhNnaeVz+A2ezEelFfgj7Q0tSb41iQdOnTAgAEDsGjVD4AOMLK/Gc0wUd4rampqsCkuGZtiU7D/wIEG/H4bhZs3b2BT/FkM7qInJftNoTRGamqArRn3sTWjFPsPHlTm/klQakKKPXv2wM7ODo6Ojti3T7sTTVIodeXVq1eYNm0agoKCsHv3bri6Nqwi3Z49kbD7978x1msuYn9PaFBbKBRNcutOMWwnfouSsqdIOHECxsbanZNEWVxdXbEnMhIhcanw3RyHV2/+aWiTKBSN8OrNP/DdHIeQuFTs3rOn4b/fIvfi31+MxdRfbyA+u7xBbaFQFPH6n3dY+PttbD39QKX7R2FmCQCaNWsGd3d3vHnzBosXL8bdu3cxbNgw6Ovr19VuCkWjnD59Gm5ubrhw4QKOHTuG8ePHN7RJnPvHLyAQd0seYKhVP7TS+6ShTaNQ1OKft2/x076DmLZgJXqamyM5JQXduml2NvW6YmVlBVtbWwSH7sKR09no07UDurY3amizKBS1ybxWhGnB+3Cl8CGOHU9oRN9vk/Hmn7dYGXEE90WvMchED3ot5U9WSqHUN1l3n2H2wdu4Wv4WxxJOqHL/KJdZAgAdHR2sXbsWBw4cQEpKCvr06YOQkBAqLU5pFNy6dQuenp6ws7NDhw4dcO7cOdjZ8U/02BCI3z9pf13GQMdJ+DEiikqLU5oUNTU1OJl2FkPHemLZulD4zpmL5OQUtGvXrqFN48XOzg7nzl9A556WcFm2E7M2xqCw9HFDm0WhqERh6WPM2hgDl2U70cmsL86dv9BIv98OIvNRM9j+31WEnSml0uKURsGdp9X43/jbcPs5FyaWw3DuwkWV7x+5aniyePnyJdavX48tW7agefPmcHNzwxdffIFBgwahU6dOaN26taqHpFCU5t27d6ioqMDt27eRlZWFI0eO4I8//kDPnj2xYcMGfPXVVw1tolxq75/NaN6sGSY428Nx1AhY97NAx/bt0LqVXkObSKEAAKpfvcbTikrcuFWE9MwLOHQiFbeK7sJVIMDmLVvQq1evhjZRaQ4fPoxlS7/D7cJCjLLqDZfhfTHEwhQ9OrWDof7H+Ij2NVEaAe9qalD5/CWKHjzGhbxiJGTdwOnsfPQ0M8OGjZuazvfb5hA0wzu49DGEXU8D9O+kh/b6LaBPM04ULfKuBhC9/Ad3K6px6f4LnMoX4cztCpiZdcfGTZvVvX/moaYOVFRU1OzYsaPG0dGxpkWLFjUA6Iu+6vVlbGxc4+3tXXPs2LGat2/f1uXjXO+w94+DA71/6KvRv/r361ezdOnSmtzc3Ia+ddTm7du3NUKhsMbb27vGuF3bBr+m9EVf8l7G7do2+e83B/vRNS3+1bzBryV9fXivdm2Mary//loT98//qpVZ4uP169e4ceMGHjx4gOfPn2vikBQKLx999BGMjIxgZmaG7t27N7Q5GoHeP5TGSMuWLdG2bVv069cPhoaGDW2Oxrlz5w4KCwtRUVGBd+/eNbQ5FAr9fqNQ6oCW7p95GguWKBQKhUKhUCgUCuU9Yp7SAg8UCoVCoVAoFAqF8iFBgyUKhUKhUCgUCoVC4YEGSxQKhUKhUCgUCoXCw/8HQpZNO0wl1V4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dot_data = tree.export_graphviz(cf2, out_file=None, \n",
    "                         filled=True, rounded=True,  \n",
    "                         special_characters=True)  \n",
    "graph = pydotplus.graph_from_dot_data(dot_data)  \n",
    "Image(graph.create_png()) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 最大层数为3的树"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dot_data = tree.export_graphviz(cf3, out_file=None, \n",
    "                         filled=True, rounded=True,  \n",
    "                         special_characters=True)  \n",
    "graph = pydotplus.graph_from_dot_data(dot_data)  \n",
    "Image(graph.create_png()) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
